{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c17c940a-b7cf-4414-92bc-1dfa87e4b240",
   "metadata": {},
   "source": [
    "# Helmholtz Equation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "25e33609-b37d-436d-b2b0-200577847ded",
   "metadata": {},
   "outputs": [],
   "source": [
    "import jax\n",
    "import jax.numpy as jnp\n",
    "\n",
    "import optax\n",
    "from flax import linen as nn\n",
    "\n",
    "import sys\n",
    "import os\n",
    "\n",
    "import time\n",
    "\n",
    "# Add /src to path\n",
    "path_to_src = os.path.abspath(os.path.join(os.getcwd(), '../../../../src'))\n",
    "if path_to_src not in sys.path:\n",
    "    sys.path.append(path_to_src)\n",
    "\n",
    "from KAN import KAN\n",
    "from PIKAN import *\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dca1f133-8abf-44fe-9f98-2cf13efb29ed",
   "metadata": {},
   "source": [
    "### Collocation Points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "dd634f87-0bea-47ea-834e-5b4b4afa40db",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate Collocation points for PDE\n",
    "N = 2**12\n",
    "collocs = jnp.array(sobol_sample(np.array([-1,-1]), np.array([1,1]), N)) # (4096, 2)\n",
    "\n",
    "# Generate Collocation points for BCs\n",
    "N = 2**6\n",
    "\n",
    "BC1_colloc = jnp.array(sobol_sample(np.array([-1,-1]), np.array([-1,1]), N)) # (64, 2)\n",
    "BC1_data = jnp.zeros(BC1_colloc.shape[0]).reshape(-1,1) # (64, 1)\n",
    "\n",
    "BC2_colloc = jnp.array(sobol_sample(np.array([-1,-1]), np.array([1,-1]), N)) # (64, 2)\n",
    "BC2_data = jnp.zeros(BC2_colloc.shape[0]).reshape(-1,1) # (64, 1)\n",
    "\n",
    "BC3_colloc = jnp.array(sobol_sample(np.array([1,-1]), np.array([1,1]), N)) # (64, 2)\n",
    "BC3_data = jnp.zeros(BC3_colloc.shape[0]).reshape(-1,1) # (64, 1)\n",
    "\n",
    "BC4_colloc = jnp.array(sobol_sample(np.array([-1,1]), np.array([1,1]), N)) # (64, 2)\n",
    "BC4_data = jnp.zeros(BC4_colloc.shape[0]).reshape(-1,1) # (64, 1)\n",
    "\n",
    "# Create lists for BCs\n",
    "bc_collocs = [BC1_colloc, BC2_colloc, BC3_colloc, BC4_colloc]\n",
    "bc_data = [BC1_data, BC2_data, BC3_data, BC4_data]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8ef454ac-f46d-47dc-9bb9-30ea8529d982",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "eefadd88-07ae-407c-88cb-d46dd35158f4",
   "metadata": {},
   "source": [
    "### Loss Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7909b8a2-a88e-495c-9fc3-0be21e2a4c2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def pde_loss(params, collocs, state):\n",
    "    # Eq. parameters\n",
    "    k = jnp.array(1.0, dtype=float)\n",
    "    a1 = jnp.array(1.0, dtype=float)\n",
    "    a2 = jnp.array(4.0, dtype=float)\n",
    "    \n",
    "    # Define the model function\n",
    "    variables = {'params' : params, 'state' : state}\n",
    "    \n",
    "    def u(vec_x):\n",
    "        y, spl = model.apply(variables, vec_x)\n",
    "        return y\n",
    "        \n",
    "    # Physics Loss Terms\n",
    "    u_xx = gradf(u, 0, 2)  # 2nd order derivative of x\n",
    "    u_yy = gradf(u, 1, 2) # 2nd order derivative of y\n",
    "\n",
    "    sines = jnp.sin(a1*jnp.pi*collocs[:,[0]])*jnp.sin(a2*jnp.pi*collocs[:,[1]])\n",
    "    source = -((a1*jnp.pi)**2)*sines - ((a2*jnp.pi)**2)*sines + k*sines\n",
    "    \n",
    "    # Residual\n",
    "    pde_res = u_xx(collocs) + u_yy(collocs) + (k**2)*u(collocs) - source\n",
    "    \n",
    "    return pde_res"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a58c2b06-fd40-4f88-a98d-0fc1fd7eb34e",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Training Baseline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0bf038b5-1d07-4dcf-bd0e-86d3e23d54ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize model\n",
    "layer_dims = [2, 8, 8, 1]\n",
    "model = KAN(layer_dims=layer_dims, k=3, const_spl=False, const_res=False, add_bias=True, grid_e=0.05)\n",
    "variables = model.init(jax.random.PRNGKey(0), jnp.ones([1, 2]))\n",
    "\n",
    "# Define learning rates for scheduler\n",
    "lr_vals = dict()\n",
    "lr_vals['init_lr'] = 0.001\n",
    "lr_vals['scales'] = {0 : 1.0}\n",
    "\n",
    "# Define epochs for grid extension, along with grid sizes\n",
    "grid_extend = {0 : 3}\n",
    "\n",
    "# Define global loss weights\n",
    "glob_w = [jnp.array(0.01, dtype=float), jnp.array(1.0, dtype=float), jnp.array(1.0, dtype=float),\n",
    "          jnp.array(1.0, dtype=float), jnp.array(1.0, dtype=float)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "be30eb3c-9594-4851-bfad-45f35954b791",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0: Performing grid update\n",
      "Total Time: 692.6421592235565 s\n",
      "Average time per iteration: 0.0069 s\n"
     ]
    }
   ],
   "source": [
    "num_epochs = 100000\n",
    "\n",
    "model, variables, train_losses = train_PIKAN(model, variables, pde_loss, collocs, bc_collocs, bc_data, glob_w=glob_w, \n",
    "                                             lr_vals=lr_vals, adapt_state=False, loc_w=None, nesterov=False, \n",
    "                                             num_epochs=num_epochs, grid_extend=grid_extend, grid_adapt=[], \n",
    "                                             colloc_adapt={'epochs' : []})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "137cdacd-b0ef-4096-b629-60f03d3d723a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L^2 Error = 2.0694%\n"
     ]
    }
   ],
   "source": [
    "# Also calculate analytical solution\n",
    "def helm_exact(x,y):\n",
    "    a1 = 1.0\n",
    "    a2 = 4.0\n",
    "    return np.sin(a1*np.pi*x)*np.sin(a2*np.pi*y)\n",
    "\n",
    "N_x, N_y = 100, 256\n",
    "\n",
    "x = np.linspace(-1.0, 1.0, N_x)\n",
    "y = np.linspace(-1.0, 1.0, N_y)\n",
    "X, Y = np.meshgrid(x, y, indexing='ij')\n",
    "coords = np.stack([X.flatten(), Y.flatten()], axis=1)\n",
    "\n",
    "output, _ = model.apply(variables, jnp.array(coords))\n",
    "baseline = np.array(output).reshape(N_x, N_y)\n",
    "\n",
    "ref = helm_exact(X, Y)\n",
    "\n",
    "l2err = jnp.linalg.norm(baseline-ref)/jnp.linalg.norm(ref)\n",
    "print(f\"L^2 Error = {l2err*100:.4f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "099ff8a3-9bec-40f3-b88e-0ff0f589f655",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "plt.plot(np.array(train_losses), label='Train Loss', marker='o', color='blue', markersize=1)\n",
    "\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.title('Training Loss Over Epochs')\n",
    "plt.yscale('log')  # Set y-axis to logarithmic scale\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(True, which='both', linestyle='--', linewidth=0.5) \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "07eb5c42-445e-427d-a022-182631cdbf9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RAcSTTz5Z9bd//vOfq0xHdt99d5x11lk466yz8OSTT2Lu3Lm4/PLL8d3vfhe77LILgK1mLrvtttvwMoVCAU8//TTNsGzLFL3e9bVWNtPVKd59991x33334ZBDDmm5sha77LIL7rvvPvT19Y3ITj7++OPD7fXeXqVSwZNPPjmc/QSAdevWoaenp+7bY+y+++743e9+h8MOO2y7g9tG89p79/U8/vjjmDJlCs1KsuM644wz8Oijj+LnP/85NajRsO06/+UvfxmR9at1HJMmTarpqvz6Z+xHP/oR8vk8fvjDH47I6NaSI2/v9Xzt+d0mb37tvjbyfjQMw2g3bM6kYRgNY3BwEN///vfxgQ98AEcffXTVvyVLlqCvrw8//OEPRyx31113jbDof/DBB/HAAw/gfe97HwBgYGAAQ0NDI5bZfffdMX78+OHyDgsXLkQ6ncbXv/71ERmf66+/Hps3b6YOk7vssgsSiQR+/vOfj/j9m9/8ZtXfbuvUv75j/NGPfhTlchkXX3xx1TKlUkksTxKS97///SiXy7j66qtH/H7llVciFosNn+d6bg/Y6rj5WrZlB33dPkfDRz/6Ubz44ov49re/XdU2ODiI/v7+hu2Lix133BFz587FzTffPOI++eMf/4if/vSnw+fTRWdnZ83768Ybb8S3vvUtXHPNNTjooIPqvNcYvm++/vWvj/j99dcd2Pq8bt68Gb///e+Hf3v55ZernH23ZQVf+wxv3ry55rxh13G/ngMPPBDTpk3DypUrR5SD+a//+i889thjDb0fDcMw2g3LTBqG0TB++MMfoq+vD0cddVTN9ne84x2YOnUqbrnlFhx77LHDv++xxx545zvfidNOOw35fB4rVqzADjvsgLPPPhvA1izlYYcdho9+9KPYZ599kEwm8YMf/ADr1q3DcccdB2CrjHTZsmW48MILccQRR+Coo47CE088gW9+85t4+9vfjo997GPO/Z4wYQKOOeYYfOMb30AsFsPuu++OH//4xzXn082bNw/A1ozPokWLkEgkcNxxx+HQQw/FqaeeiuXLl+PRRx/F4YcfjlQqhSeffBJ33nknrrrqqu0qAP8f//EfNcs2/P3f/706s/TBD34Q73nPe/B//s//wTPPPIMDDjgAP/3pT/Gf//mfOPPMM6vmvPlywAEH4MQTT8R1112Hnp4eHHrooXjwwQdx8803Y/HixcPGTI3g4x//OO644w58+tOfxs9+9jMccsghKJfLePzxx3HHHXcM17dsNpdeeine9773YcGCBfjEJz4xXBpkwoQJI+o11mLevHm49tpr8ZWvfAV77LEHpk2bhv333x+f+cxnsM8++yCTyeC73/3uiGX+4R/+QZyD+Ytf/KJqEAfYagy0//77Y+7cuTj++OPxzW9+E5s3b8bBBx+M1atX46mnnqpa5rjjjsM///M/4x/+4R9wxhlnYGBgANdeey3e/OY345FHHhn+u8MPPxzpdBof/OAHceqpp2LLli349re/jWnTpuHll18Wj/v1mUcASKVSuOSSS3DyySfj0EMPxfHHHz9cGmT27Nn4/Oc/T8+DYRjGG5pmWskahvHG4oMf/GCUzWaj/v5+59+cdNJJUSqVijZu3DhcOuHSSy+NLr/88mjWrFlRJpOJ3vWud0W/+93vhpfZuHFj9NnPfjbaa6+9os7OzmjChAnR/PnzozvuuKNq/VdffXW01157RalUKpo+fXp02mmnRa+++uqIv6lVpmDDhg3RRz7ykaijoyOaNGlSdOqpp0Z//OMfq0qDlEql6PTTT4+mTp0axWKxqrIG1113XTRv3rwol8tF48ePj97ylrdEZ599dvTSSy/Rc8dKg+A1ZQ62lT248847q9ZRq0zHNvr6+qLPf/7z0cyZM6NUKhXNmTMnuvTSS0eUvIiiqKq0hoRrm8ViMbrwwgujXXfdNUqlUtGsWbOiZcuWRUNDQyP+bpdddomOPPJI7+2x/S8UCtEll1wS7bvvvlEmk4kmTZoUzZs3L7rwwgujzZs3j9iXWqVBfvOb34xY37ZrtWHDBrpvr72/a+3na0tnRFEU3XfffdEhhxwS5XK5qKurK/rgBz8Y/c///M+Iv6lVGqS7uzs68sgjo/Hjx0cAokMPPXR4265/r13+9UilQV6734ODg9EZZ5wR7bDDDlFnZ2f0wQ9+MHr++edrHt9Pf/rTaL/99ovS6XS05557Rt/97ndrlgb54Q9/GO2///5RNpuNZs+eHV1yySXRDTfcsF3H/dr9f32pn9tvvz1661vfGmUymWjy5MnRP/3TP40oSRRF7vur1n4ahmG8EYhFUQNm+BuGYRiGYfyNWCyG888/X8yqGoZhGK2NzZk0DMMwDMMwDMMwRo0Fk4ZhGIZhGIZhGMaosWDSMAzDMAzDMAzDGDXm5moYhmEYRkMxuwbDMIyxQVtlJn/+85/jgx/8IGbOnIlYLIa77rpLXGbNmjV429vehkwmgz322AM33XRT1d9cc801mD17NrLZLObPn48HH3yw/jtvGIZhGIZhGIYxhmirYLK/vx8HHHAArrnmmu36+6effhpHHnkk3vOe9+DRRx/FmWeeiU9+8pO49957h//m9ttvx9KlS3H++efjkUcewQEHHIBFixbVrB9nGIZhGIZhGIZhbKVtS4PEYjH84Ac/wOLFi51/88///M/4yU9+gj/+8Y/Dvx133HHo6enBPffcAwCYP38+3v72t+Pqq68GAFQqFcyaNQunn346vvSlL23XvlQqFbz00ksYP348YrGY/qAMwzAMwzAMYwwTRRH6+vowc+ZMxOPtk9caGhpCoVCo2/rS6TSy2Wzd1tcsxvScybVr12LhwoUjflu0aBHOPPNMAEChUMDDDz+MZcuWDbfH43EsXLgQa9euda43n88jn88P//eLL76IffbZp747bxiGYRiGYRhjlOeffx4777xzs3djuxgaGsKM3ARsRv2CyRkzZuDpp59u+4ByTAeT3d3dmD59+ojfpk+fjt7eXgwODuLVV19FuVyu+TePP/64c73Lly/HhRdeWPX7n5/+NsZ3dVT9/tuNvc51/eez7kvw29WTnW2TuwecbQCQeLd7pOede/Y72w6cWnK27dblTmJ3JifR/ckkqs/LNuJIONsqKDvbhsru4xgo9TjbXujnyfjHX0072x7a6M48/8+f3Odg/O8GnW2VBM9m9+2Tc7bN2ftVZ9vekyrOttnj3NubknPfAwDQkXRfk1TMfW7zkfue7Cu474GNg+6259y3AADg6T73uX3+OfdJWP+i+36d8rJ7oxM38B2qxN37MzAu42wb6kw52/JZ9zukkHWfuyjHR4NznUVnW9cE98d0PGmb1OVe52T34W/dZsp9b2Xch0nJu29l9BT4c7nO/UhjQ7f7/nn5Bfd9N/l59/0z5YU+Z9v6WV3unQGwaWane70z3N+SyTsMOdsmjHdfy/FCzyKlvF5D5Hptce8Oenvd73QA2LjB/Y59db37xmTvgskvbXG29Uxz3x+vzHBfKwDo2sl9oFOmum/KyRPdzyV79jqT/HvJPl8F9ycIW8jztSHvbKLPFgC8+Nx4Z9uMv252tmUG3ef12b13cLbtMsfdv3vzTPfzAwB7THCf2ylZ98nrTLnbKpH7vG4a4g/e45vdy/73Y+7zOvkn7nMw+JHa16s4OIB7Pv0pjB/vXm+rUSgUsBkFXIaDkatD+DSIEr7Q/WsUCgULJt+ILFu2DEuXLh3+797eXsyaNQux3CBiNb5JQyl356Gcdj/cqZT7pZmNk68qgP7Ivewg+a4W0mS9WfeLMZ0hXw0A6YT7pZkg0uAK+Y7FKu7OcLnoPq/xCu+1JvLujnuyw72vyZy7E5AgHfdsngdvm+PujmIpcp/3QsbdeShm3Ce2nOH3VoV9yOLkglXc5y6Ku69XmQShhRLv8JcHyHpj7o9YNuZ+NWbIs5clgx8AMJRz31uxTvd9Gc+590fbhjQ/d8mcu3MVz5BnJOtui+fIiC7v7yMi7THyfmHEyWsrLgzyJOFuT3W4g5NUJ+kMd7rXmciRzmWFn7yhsru9WHFfr0LZfU/myeh8LMXfaWSMg0Je6yhX2LPOz08l7r5e2Zj7/ZOL3MeZTbjbEln3tyLeSUb6ACRz7kgrxb5PHe53QYKcnrj79tjaTgYQE+SdT16xQJlc6JT7WgFAIu1+vlJp9zstVXa3ZWPujj670wfSfMCujwTq7NUdkdNTJO+0HuG5e5UMduZLE51t6YT73PXFavdfSn+7AdpxalhnPIUcvYG3j3gUA3jXuW0Y08HkjBkzsG7duhG/rVu3Dl1dXcjlckgkEkgkEjX/ZsaMGc71ZjIZZDLVH9n1gzEMpKofjE1598MyNEg6gmX3iybJ3hgACnn3W6OP9Od6C+6XXw/JHnUkeaaUkYi5v1YRedIKFfco7EDJfRz5Mn95sVNLLgmlnCQdki38WpLDxBDJ2tHrTEbxO5LKnh4A8i1CkXQs+ovu88P2dYC0Afz5KpD7OUVSVglyg8TZ6AfkLLSLiJ3YQFTI9WJtJfbskffLUII/Bykap+vOD3vWhVcsKuQ9ws4Pg70nCiT9yrIqW9vdXd7eXnfnPJkk9zoZOJKOv8QGLQlsvQP97u/IIHkPAPx7mSKDfYmS+zjYtWRtTL0A8PPOYK8m9l1j2WCADwYPkUirn7Sx68He2wB/P8fISWBtiZJ7newb09fP77v1SfdJKBM7EzYYw67z+kF+b73a4x5VGNhCBgnJRl3PZUl4JluZeIL3dbZ7PRHGTDDZPrNeFSxYsACrV68e8duqVauwYMECAFsnvs6bN2/E31QqFaxevXr4bwzDMAzDMAzDMIxq2mpoYMuWLXjqqaeG//vpp5/Go48+ismTJ+NNb3oTli1bhhdffBHf+c53AACf/vSncfXVV+Pss8/G//f//X+4//77cccdd+AnP/nJ8DqWLl2KE088EQceeCAOOuggrFixAv39/Tj55JNHvX8bh5IYTFWf0leI/p9llqQsB4NnJt1DKj0F9zZ7yYhgJxnBBoCJGXd6LRFzj87RzGTZnXobLLtv7XyZj6GwkVhtxoGNNqcKfOiXZcnYiDvL6PUW3fuTFSWD5J4lkic2l4Ptaz+Rsg4Ko+aFPMn0kGeko+S+J5MkGyFlFVh7iOxjjKQcImU2D+DZxxK5t9hyhQp/h7AsB4Mlg4vk/pFUCNp3AcsslUjGqkgyk5293BAi2+9+wPJET7cl5c5UxMl7Qjo3aXIs2own+5ay7BEAFAaJcoS8n5lCqJQizwhpq0vKY5SwLLwkpmBPrTbzz98v/PudJFnEOHnHsP4Wu84sUzogZCZ7qD+B+8Qz9Sybp7ppiF/MLX3u7GOKqBvoOh3zlctDgqyohYnFY4jXQZ4bI32idqOtgsmHHnoI73nPe4b/e9u8xRNPPBE33XQTXn75ZTz33HPD7bvuuit+8pOf4POf/zyuuuoq7Lzzzvi3f/s3LFq0aPhvjj32WGzYsAHnnXceuru7MXfuXNxzzz1VpjyGYRiGYRiGYRjG/9JWweS73/1usLKYN910U81lfvvb39L1LlmyBEuWLPHdPbw6lEC+RmaSZQJZdoTp9Jm+H+Cjd2ybvWQEjmYmiSkLAMRJ9rEj6Tb2KZORm8GSe3/6iVPDIBn1BPjIHpsnxWBz5dgcD4BnJtmIO53LkXFfj07hrcBGqlNkVJ0dJps/w+ZFDpLMI8Azt+wZYc8eu15SdrFC6mlJWc16I2WP6JxA5XxBds6lOYo0e8LUBEq3SZ/MJMuusbYyyVgVM+57OVYh8hcAuX5mxkW+B0m38ciWuDtrKb0n08TkKyV8S1ywZ5198wD+jk2TNqYqKRJzPfaekOZEaudMsvuZtbFnRIIty94FWnUDIPeNNNA5k3n3c9BP5hkCQDpNzOzGEQM0pm4g53VLHzei6iOux+wZYd+ujEMVUcq3b2YykZAz9tu1nvrfqk2jrYLJVqenCORrfLOZhC9PPnI+MteKcnJ7P5H3bSZKqk4m2wHAbrV8mbxQyRpZULiFvFAHBLXGEOkISR8yF+xlK11n1mHpH3R39pjEpreTBJPkQ74V9/5q5TdMykqNGgQzBjpYwzqJpI3JqKh8DXopa6PlsT5ojXuk4JYZUmiNsfj2eLu2U58kwdIgMb9iwQmTqgLcgCdHamowo5h+Yr+7RXCXzTIZuTBlwgV7F0gy1468OxjXDiwNknI+9Hvg0cPUPl/s2ZJ2hz0naikraZMGKuKkP0GXU8pcS0qDRQAY6CcBmnKwqkBMzqTglplYdRZ4mRMXrncP+/62OvE6yVzjY0jmOqYNeAzDMAzDMAzDMIwwWGayjmwpAqUag7wDJNNDLclJ3SMJNsrGTEmYpJBlWMcJGSLGIJH+MViJDybJZZkugBt9aE03WPaIjf4DPEvGjCMGB9yPN5OH9oqZAWImxCR8ZBSO3XfsejHTDUAo/6E01mAle5iBCsDlzrSN3D80a0nWqc2shUKUkKdaa38Z7NyyzFs55c4MMDkqawN4ZjJLJLAs087uu0EIGZAyqVNKMrc0I6NUIQD8XcBKg7DvbCtJ2gH+fJVJvUMfmWuRqXyIeqjsUXZHmyFh73WWndZOQwH4vV5k0zBIupip3VjmEQCiLUR1RI6TPQeu8xNr68xkHUuDjBEsmKwjfcUYCjUCR1rrjjz42RKfB8NgLo5MQsLcMVmnfjOZFwoAlYgUgSf15ZgDKKtb2KOssQhwN1f2AaQfOfLmkaSR7GOl/ZCxj0pfWn/fpVnQTF6cPGAkQTEJmAHh+Sq6bxJWP451LCJBbqgNCrVQOZ3Hen2keFpCSFkZ0pwYGjCSwJd1IJMZ0qknAWM+xzuJ7D3BAs1yirvEaslXyDeRBcbsfibPJTtGgHeU2cASrSXJAvFAgzxqibnHs8WW1c6t9pHDa2FzLdk9wJ6tgXx1PfIR7UR2Wsro3tDsmzfUzwedOgbdzzs7Tobre1lRypFbgXjCZK6vx2SuhmEYhmEYhmEYxqixzGQdGSgBtZSpbKSItbHRMB/TDSafYPLHPuI8JtUmZFmFtFLmyuQ3fcq6hVvbyTbJ+WGjsOwIJZlrmsis9E6vRAZMXCMBAB1kf5TDU1opuGTAw8wRtDJXBss4+BBivVJ2UZt9DCWfDXFq2TrFzCQ5P0zKqm1jBjySzJVlLpmhFDPnYUjfJyaL49JR4orNpIhCLV/tsloZcKuZZvlk/dmyrZZ9ZNJjdt8xpQqVSAsZ8SHSBdea/bFvHqs3CwA50p4quI9FYzDoYzDZbOKxrVJX7/W0b3K2CstMGoZhGIZhGIZhGKPGMpN1pK8I1CqdQ01CCrrRMClTwUZ92IgXy/T0k9HbrFBOokKsx7XZLJY86iX70ydMA2KZMGpZHmg0VTtqvnnQPV+D1WRLZ4SaoSTzVFTWiNNmUaX6ccy6nxkusPkzzTDPYPtabsJbXJt9pPUXA83DZK9KllWRMpMpsr/sWFgdRVZ/cSjlLreRzwpGH+Q5SJLvDMtMsnmIoZ4RbYklSWnATHbYO6RE5kgzxQnNsLaYK4dPvVXept0jPVojPHb/sPm25aTg9keokAwjI0syiNLcYdbO51a/sfJS8UQM8Tq84+ox77JVsGCyjgz0p1Cq4WLHavukyQPKJIySrInBiwW725gxjaCegNYBlMHqQbL9YccB8ACFOaWxc5f1kHRoO0nMkIJLr/mHIUlq4Wk7FtpzLgWTTMLHgvRQEhytvC9Em1ivrcEBo7Q9H0mqZjnRXJY8JlTKygx4lOY80veADRImSu7vExvE6CCjclIwWSbvEIZkVuZCkrnS9yh5hrQmOzSYJHV8Q6GtaeiDViYo7Q+7Juz+YW3c7Vcng5bQDpyw75ocTLo7TmxQRapzO9ZIxLf+816P/ypahjfWcIJhGIZhGIZhGIZRF95YwwmB6e9LoVCjfhYrw5AbdJdhYFkVyQqeZiRohsg9vpAvkKwlKe8B8AxAQSkXKJLBZpZ9ZMcBAAXSTkuDkEE/NlrIJJWAXjKmLQ/DMoEAz55oTQPYfac1sAKAcbV0539Dm40IZZ7BskBsf9j9w+6BiKgFJNRlMUjGTsouajOTqUDDv+yxZXLVJJOYp93LsXUOCKZZRaXRW4KsV1t7DwAySX0NZRfsOWBZFYAfi7acj/a9LRpjtZgMlhFE3SBlJpVSVtaW0hrTDArqD/J+1pqu8TJA/LmTMvguaIbecT2aMV2kXsTjdZK5enyDWw0LJuvIlr40kqXqeS2lfvcNw/T27APo06HVShFZoDAk1AyinT3ybWDzNVj/gAWTkgOo1j2UvcT5nCV+7kqC26sLOm+WSZ2FgJDVdmTzwdi9xQJYNp/Sqxg56QSwZ89nfog2YGSd3aS28+RskdF29libdFrZK48FjOzd49MfYO8mdiwsKEyRA2GB5lBSCCaJDFYrBU+WdO9CQO+QqiUuTNDTDh4xd1BGFMj1uRk0OmCUgu0CeYa0MlcGu9d9Aia1zFVZE1NqZ1LWEpGtu75BlXL7CiNjifq4uY6hKZMmczUMwzAMwzAMwzBGj2Um68jAQBLJSrX8VGuyQ6WqHiObzHiD1aBk2ayi4FYxGCMmBkrVDss+sn2VpJFaw5dkiWS62Oi/IMFi9eW094HWDEdC63bL3VzdbR1EJg5wwwHts1f0GG2mUjyl1I7eW6StWNG//hNKIx2WVZBu5TQZ+qTKB7I/fJuCiQx5THLkkc6TzCRzUmYZTdYGAEMki6i9f1LkPSEZAmlVHAyWJZTWGUJu2Gq1JNsJ7fsF4O9KLnPV3c/hMpOsJiZRDHiooNTnTmFEFaomcyOIx1EnmevYwYLJOlLpBco1DO5y1G7ZrWHXWov7oJW5suANAOJx8sJVylyp8ywJQCS3UloahDm2srlHyvl5AH/pamWTeTZooJTVSmivV4bMV2FFlgFu+c86Ac149ti1VM9lIXMUmdsvwN8FZcnq1LVNdWDHpawsYGRBKLuUCTIAthUyKEcuFyspopbACsEke3cXi2S97BlRzJPahlbSTd+FFfe+SvPSaTvZZjMCRm0JqlClqxgh5PBs3jUAxEmvlklZWcBYHnQvxwYspeCNUSbzf9i3wmcuMzsH7NxpgtByG8tctwaTdViP/ypahrF0LIZhGIZhGIZhGEaDsMxkHckOlJAsV2dK2MgVG0ViI0GhDHh49jGMNJKNQmr3lTmySm6lbL0sm8PrFja+QjPNhiprUAKClJVkrJjbLcvQZ0n20acIMyPUs0fvA9IUqygLoHvIq6U6lBp8zHDYsiz7yHw1aJ1JITFZjtx/kE26V5wlyYFBknXxkbmyZ3Ygz4w1dO6XkkkVu2eZTI9tkyGpP0LJ2g032pqzotstaWfvbq05j1YCK6GtdayViQOSO7HuXeB6h5TaOjMZQ7wOMt2x5ObavlfTMAzDMAzDMAzDaBqWmawjmcESkjXSL1qzgYJgYsBgc0C0JjssoyeNFjK0y9LyFh6lL9iy2rmP2lFGCe022T0pjRiyeUsxUiImS+b9sQwimxcp1c1i66VzZNicSY8RSbW5iPIZYcfBspYAUCq5Pw8h5l+F8mMIVRpEm/FkbayGazKpn0fG2tkcM5ZhpJkcYmYirZe9Y7UmVaHevyGQFAG8tJdyObLNZtS11GYtAX6vF5Vz4Zk5TympK+8mtWsNXtgzImX2tWoDTea2FLVvLisR3/rPez3t81oSsWCyjiSLZaRi1S+WNDEBYQ9+ROr6SFB3OmWdSSo5FQ14SJvyQ8+MdLQBs9SeLrmDFxYosOvhQwh3UMmsgqE1kWFBHwsYJRkr+zgyl1xtzTGfTiu9lsr1JoiLp3RPUslyM8w8lEEhN9nR7482SKVt2hqdJAgFhCCVtGllrpIUnL1/UgEG5XzevyEMt2KBvgchpOnSs97oYFPaHgtEy8TEiko1yfeABVllYeCaOsHSJXVIA6GsXev06gomy5E+WdJs4gmTub6e9h0aMAzDMAzDMAzDMJqGZSbrSKJYQSJWPZ7kk+lx4bVOVr9SaXgjjYxz/5n6y3aokZAwWsiMYlj2UVuvTZKehBgZ95Hkam39Q2QfpecgT7L73Opcm5nkhgtsf7VZl0hZHqYZsFuZlf4AgLSy/IdWcirBBdb136aP9I+WWiDv7kKKSJ2ZWYeUAVG+07QZRuk9od2fELXypEygujSIUmkgTUPR7g/PwuuWE9uVBjzcYIYY8JCSaEAYabZfbUtdGRx27pIZx3EQA7NWp26lQdr3FFRhwWQdSedLSEXVHV9WayhYzTplpzWETEZer25/tFJWSebKpCdad0wWhModr/o7i/oEGdo6VqzmIwsY2ToHO1PONoDPiyxmdK+/UJLlEPi8X7TBCwtOtEGf1K6Vsvq4uWppxu2jlc+yE6uVvQH8vaWV4DMpuPS+UxdkbzGn12bIzxtNQnJzVd7r9J5U1hqV7g/6/Q4wEOhzv9J5kWTKSC5X+9tegs5pvRWIx2PqOa0j1hONnefVZK6GYRiGYRiGYRjGqLHMZB3JDJWQKlePtrBMDsucaEfDAKleUP1lMmUxo0lqN2qdZ5VSVjEzSXSu1GSHaHLZiHpFMHvRrpdmoOn2BLc8ZQaWSoRJG3VdFc4dc+ELIbWT1hnCckD7npDOHXNFZLJ2upyyHiQAZMnJ09aZZIRylx0raM06AL2hibZun8/+aKV/dDly7uLxMDWJ1cZ7wrfdx8nduU4P/Z+2RqW2z+TVT2PO6Ex6HGj6AlNBUSUCeX6yuXzN30vQ1+BsNrEEEK/Dx3wsfWIsM2kYhmEYhmEYhmGMGstM1pNK7UwRnbdFtObFtM48BNAbA6hLg0imNiyDRkYStRlG1ibNKwlhmMRGKH0Mb1gbnafpofdn50dbqoRmpz2y7NpRY5pJJutMBJoGoh0157UA+TObS7lHjtMZUjtXOWcyJ2Q4tFlNtk02f1FrsNOKaN/roVBnQMg9y55ZWcHAzFd0JYS02U4p06ee/zpGCJW1LAfIQIcwaJIINYeTPSNOkx0AnZ2136TFWPu+YW3OZDUWTNaRwfEplNLpqt+1xXCpBDbQxP9gdSaVZh7N6ARpJ+KzDhLrWEjSrXiaBGjKgNFHksCD2zASLReS66r2OaHBv1CIWrteZrjAP/K62mll8n4BgHSm4G5Lu88Bk6NmyReHLSeul7TFY6TzSd4hPv1ANj5E21rNQEXrKCmcPG2nVYu0zgIx46Iye2Udzjh5DrzcSpXLjaUgNITsNlh/i6yXvQ6D7Q95blkfhg0uZnO12xJR+8pc43WSuY4laehYOhbDMAzDMAzDMAyjQVhmso70TcohmclV/a4tJcBGiXxGb7WlQaTsIyNJLF9ClSNxIY3CamVWbAQ7nddnJlMFdzsbLYxXiMyKbE9bbiQUPqOwWskPfUYCyVy1cimtlJXJUQEgndbJXHkG0X1epcwkN9khWReWmSTEA2UJW62yjPb9y75rPuVzeFZT9w2SpoUwGSxbtkBLD5HvgdLACtAbzBgcZoqkJdS3SzsVx8e4kfV9smn3h69jXG05a6GNZa6JWAyJOvSTEq2mRPHAgsk60jcxg0Q2W/U7q6HXjKLi1DmT5O5LiTCJ7BDyGyqrFT64rBNA60ySNiajYsEioK9fWU7qnOtCzBn1gX0AfQJf7XyWEI6sgFAUWitlVUqTAMGxVTkv0sfNNUOe2yR5TyRIMFkhc1Z8+patFjBqacb3Se02TpaTaspy7wJdG5OyauccA/y5ZKr/UIEmG4xQO8i22BxfRssNvrKpOMJLLcS3pCNV+75LOH5vB+Jx/qyNZj1jhTF0KIZhGIZhGIZhGEajsMxkHUlPriCZqx41HOitNuXZBstasoyUBJMZRWwUn2yz5DHjWGvAQ9dJlpOkQoxKmZgxkJHoNJGrUhmVIFlmMlitsyqVcQojrVTeFmCbPiOtWkdFBjXWKPNnRJvpoVlLcowsy55JcplROkPqRZLnOaWsByllAplclclcteuUqoBpM5csa0mzPB7TAULU3msGWjM7aVoIdVxnBjykLZsh9YrJ98lL5voGMdlhaJ+TWBvJCdTush7u52xZli13TV+IhZL4NIB4IoZ4HWTR5uZq1GTipDxSHbWekGrp6zaGKu4nigUDTN4o4rOsA9FVk3WS2Nw1ZSfIR9LDJBtDJff1YvNnMoPu8+Mjk9E6q0YeHVMapJIPMhuoYMG2dh6H1E6LiiuDPkkiHCPPO4MWeWfH6DFnknVqmSRV+41tgos+2KPXjP3R0m5z5Xixdp1gSjuvGOADeiyYpHJvpZSVdcy3LtvYgVkJtVyVymPd2ysL3y69RFY3EOozLUQ7iKr24fBxPydt7FvhGkBs5zjKZK7VjKFDMQzDMAzDMAzDMBqFZSbryIRJeaQ7q0cxBwfdp3lowN0W5fWF7mnxeLKcVoZXLAhyQ2LeI2VIXGhHU6XtlUq6+mChChtrXUeprJTdH8I9kCy5R9yZCRHbn3yAouEAzziEGPn1cbFk54dlH9k5YPe6KKcj2S52yyoHt5tiWsNudWl/2kgVR6Hv0UDyc4ZWqaFVIQCCMoK5WGbcUnH27GU8DHjUah1lPWcfQtStZt9ncZskq5locI1kH7RyVB/0We/R/d4OxOIRYnWQjddjHa1CG19OwzAMwzAMwzAMo1lYZrKOTBhXQqazetJ9b6d79HILMedhsAwQoJ9TWVJmJqXRsGLSfatVMm0snq8D0rljI/XaOYo+sPUysyBtjU7aRgyRAJ+5mO51+mRdGKxQBzUBYYZAHoYcIQw7fCpNsDIe2ludrdMn88iWDZHRDGbOQ9q0SgxAmuusu5g+c6vZsixTqDWB4+fc2eS1P6HQZgJLpTClQbTLpgLNixwraM9r0fFhc/3eDsTiW//VYz0arrnmGlx66aXo7u7GAQccgG984xs46KCDnH9/55134txzz8UzzzyDOXPm4JJLLsH73//+mn/76U9/Gt/61rdw5ZVX4swzz9zufbJgso5MTAOZTPXv3cQVkaGtLwjwTj2DvTTZB1cKbotkvUzSwj7IWmkO2x4gGAOQovShPjgseGH3CJUsewSazLWWbXMw537dMCkrMzbykbmyQFMr9y4JkYL2HtE69GldTn3QPgY+slLtYVJnVY/90SrmWq2GntbpVQzeyPsnpqwr6yP9Y+8CVsNUGzC2WkDIkO5JrSSVLVdk6xS+37T9DRAwak35AN6vjJM+Xj7v/kYPOboL+fZRFVcRi0WIUSfw7V/PaLn99tuxdOlSrFy5EvPnz8eKFSuwaNEiPPHEE5g2bVrV3//617/G8ccfj+XLl+MDH/gAbr31VixevBiPPPII9ttvvxF/+4Mf/AD//d//jZkzZ456v9pO5nrNNddg9uzZyGazmD9/Ph588EHn37773e9GLBar+nfkkUcO/81JJ51U1X7EEUc04lAMwzAMwzAMwzBErrjiCpxyyik4+eSTsc8++2DlypXo6OjADTfcUPPvr7rqKhxxxBH44he/iL333hsXX3wx3va2t+Hqq68e8XcvvvgiTj/9dNxyyy1IpVKj3q+2ykyONiL//ve/j0KhMPzfr7zyCg444AAcc8wxI/7uiCOOwI033jj835la6cXtIJOoXVNHPXGZmaQImcAEMUnRUiajsMW0IJmjZjBMCqO0iVdO7geAAhll02aLtZkuQMg8KcvH+JjPsHtPLVdVyjhFmStZLzek0N130nXW3gdaUwUfuRh7TpphPqM1/WGn3Efmqn2k1cs1wSSFLuchc5UUBRp8TM5CkFCWa/GRn2v7GuFkpbrl2HffZ3+okidA/eRQaI3eJEUb+7YztRvrM/U71FwFovJqdZolcy0UCnj44YexbNmy4d/i8TgWLlyItWvX1lxm7dq1WLp06YjfFi1ahLvuumv4vyuVCj7+8Y/ji1/8Ivbdd9/R7dTfaKtg8rUROQCsXLkSP/nJT3DDDTfgS1/6UtXfT548ecR/33bbbejo6KgKJjOZDGbMmBFsv7Uv6ma8pLQfXdFdlrz8SkVl7T3S2dXO4wAAFEhx9ILOyTSYBFYpPY553Hdsm1RWqnRlpTUWhU5pCDlZgfgh+8hctfOc2fViz5Y0UMPa2a4WWI04cnqkV0+cSIIStM29Tia/T8QCuSKyoLgJRee164083FyZXFUbaLJBJ8khltc6Ju+QFqvvqR4Y8PheagdumZSVzrX0kLmmyDwVGjBq3b09BhdDOIpL/RD2DWKBeKFAZK6OagYFUuWg1YnFo7q8j7e5ufb29o74PZPJ1Exqbdy4EeVyGdOnTx/x+/Tp0/H444/X3EZ3d3fNv+/u7h7+70suuQTJZBJnnHGG6jiANpK5bovIFy5cOPybFJG/nuuvvx7HHXccOjs7R/y+Zs0aTJs2DXvuuSdOO+00vPLKK3Q9+Xwevb29I/4ZhmEYhmEYhmFsL7NmzcKECROG/y1fvrxh23744Ydx1VVX4aabbkLMYwC1bYYGNBH5a3nwwQfxxz/+Eddff/2I34844gh8+MMfxq677oq//OUv+PKXv4z3ve99WLt2LRKJ2qMty5cvx4UXXlj1+2ARqNQwbi0V9aNsLmS3PF22T1vPTtofNgIXkQxaiY606rJrCcFGjMk5WGaSGdOwET9tRgoQRty1NSglZ14mSdVmGJVSVlb3EwDSpJ5biLprBUEe2+jR7yKREjFp0tZ2ck2YSRXN9rm3JyWkmJlQhmSI2Gll64wLH1aeYXS3UbkuqxOobNu6P/WXXJbIQUoGPAXSpnYiZ+8eYX/YxWyn7GMQB2ZRVqpbNkTb1j9orevF0EqzQ2VKWeaS9X36BtxVCQb6a3+ki6TGeqsTi9VJ5vq3S/z888+jq6tr+HfXVLspU6YgkUhg3bp1I35ft26dU105Y8YM+ve/+MUvsH79erzpTW8abi+XyzjrrLOwYsUKPPPMM9t1LO17NUfJ9ddfj7e85S1V9rnHHXfc8P9+y1vegv333x+777471qxZg8MOO6zmupYtWzZCg9zb24tZs2ahtwTUqmE8yNL5yk699LFmaCVGtCi0x5wUJp9g3V0eMJLgTZxvqps3wNqSZA6rJD3Ryp2194gkM+OBn/teZ0Eoc2xlAWqWBIsAkE6TYFLZSSzE3fsqdXTKJNhk15ndI6yNS2D5ddY7KurmazMZKyC4arKgkMyLrJB7IC08PqydvQ7ZckWyPyUyZz0pPOts/h6VgufJeSWfNXafS0iSVBf0exlIDt9qzqsMrZRVDCbJsmXler2CSUKIqUPawK4ZSMfP+ilssDzRTwJNR/m70mD7TpqMxaNhiarvegCgq6trRDDpIp1OY968eVi9ejUWL14MYOt8x9WrV2PJkiU1l1mwYAFWr149oszHqlWrsGDBAgDAxz/+8RGKT2DrnMqPf/zjw1MKt4e2CSY1Efk2+vv7cdttt+Giiy4St7PbbrthypQpeOqpp5zBpEvPbBiGYRiGYRiGUW+WLl2KE088EQceeCAOOuggrFixAv39/cOB3wknnICddtppWCr7uc99Doceeiguv/xyHHnkkbjtttvw0EMP4brrrgMA7LDDDthhhx1GbCOVSmHGjBnYc889t3u/2iaY1ETk27jzzjuRz+fxsY99TNzOCy+8gFdeeQU77rjjqPdx85Yk0lH1KXVNQAb0heWlTGDFIdEF9BlPlrGSRpO1I4LaDKM2uwgIk9DJyB1fTu/0qh35ZPeItv4iwLOPeVJLMp91txXIcumc+9xlc3x0k8lcUyQbwUbUfeSxQ2X3cZbKpNad0tyJGl8JBjzaDACTeLJbS6qJyaSsrK0SsTb3DrF1AkCK1vdky7nb2GuUZc8ktUWIeoi0hqCUXWRTJpTvO1o3VujpaM8PI4SzKiDU/gxgwBNy2RDr1Co8QmQtpSkjuslIHHqMwrKsv8X6Tbn+GpK8v9HbUzvxUhpq58xkc9xcAeDYY4/Fhg0bcN5556G7uxtz587FPffcMzwF8LnnnkP8NR/hgw8+GLfeeivOOeccfPnLX8acOXNw1113VdWY9KVtgklg9BH5Nq6//nosXry4KvresmULLrzwQnzkIx/BjBkz8Je//AVnn3029thjDyxatKhhx2UYhmEYhmEYhsFYsmSJM4m2Zs2aqt+OOeaYqioWjO2dJ/la2iqYHG1EDgBPPPEEfvnLX+KnP/1p1foSiQR+//vf4+abb0ZPTw9mzpyJww8/HBdffLFKxrppYxapgWzV71scmnEASBfcIzo+Jil0XqQyK6WtdQeEmd+oNcqRssHpvHvEzCfD6FxOGIlnGcYQWeZihr8WtNnHoXHuQrjxnHt7LPvIMo8AkCHtLOsilo9x7Q+ZownwuYYFkulhz4F2jpkPLOvC5gTWqsO7DSkTyDOT5FqyOZMka8nmYQJAmpz3NFmWlRyh8yk95u4lU+Q46VxMXVulzHMutI4rOxZawkOXYQUEc6MWmzOpfTdp5yEyA0FxWZa9VpYGkY4/VtYb2mlg3+dEiyXfJH8GNi8yirv7quwcFDbWfhfEBYVYKxOPcwXOaNYzVmirYBIYfUS+5557InJ0GHK5HO6999667dv6lzuRyHZW/d7Rk3cuw4Ien2AyRMBIa3F5uITRQFMpZeUBKn+JaQPGEHJUQH8ttWY4LFgEuFkOk6smO93nRxswMqkqIBlrsCWJqx1ZZ4HUKN26TV1H2efZU+2L0E4730rzmRwJTgAeMGaY9JgEjEUqVRXOj9KZNkXirAR5NVEXWI9rye7nEnkXsgEOSaZIDZyUz6VPTVkqc22wm2szJKfUcV6Qw2uNumigSdpIqUgAQCrAN1pLRYgWymSQpxl1L5khZJZIWWmfybGvxcIg35cWJhaLEBMM47Z3PWOFMRQXG4ZhGIZhGIZhGI2i7TKTrcyU5/uQqiFzC1E3i2WWAD4CpRUX0JEyDxMZ7Qgc3x9d1tJnfxhaMxxAn32kclRlGwAUSbs2w8jaqFRVyGY1GjFDpJTTUTUBuSfZcqm4kKFX7iuTeGpNdAAgxzKTrKQGydYUIyKjF7IK2tIgNMOobfPITFJjH6bw8Hj2QtR49ZK5KqWsapMdKtUUpj1oTXbINlkmkGUeAV6vVitzZW3s2761PYCRDnlofcq0sWPRrlcyGGRoy7+xcz5pfX/N3wvFNs5MNtGAp1WxYLKOTO7uR7rGR4s9aKzjPtjpnmspzZNiLwUfty/NOoHGS1l9Al8t6rmNodxTlW3lTj5Q0dHhlruwOYMs0GRSO71UlUOLbXvUXWNopaPMHZOeArKcTwdbHywRuaXQMe9g8/dI7U8WNBfJtZSCWzankjm9sle3+rxK+6p0ZWXPZaWir+Ha6GAy1CBPCLRzIgF+7qgcVRn0ScvSQJOtV+mxEArt9B+IASHrgru/l6y/xfqG0pljU1jyObfngWbqVLEQwsu2MdS7zuRYYAzFxYZhGIZhGIZhGEajsMxkHVn/pi4kMx1Vv3f0FpzLjO8Zcrbl+t3LSZlJJpGNM0OXJjhDhiDURPsgzqpJPkLHJM1aIx2WfewY5848AjzDyCSpTMqaTIbJDGgdDEOhltMl2XEQF1gfUxK2bAippmBGkCCaoESMOAXH3Pd6Lum+1zNC7UaWuQzh9BrKgIe6srLsfaAMfas9lwwmBW/GcbDso9rNVTDg0cpVmZGOVnUEyCop5/4o1R+0r+WhgooTR2Tt1Cmp38iyjwNdbqXcwHh3W76z9jrLQ+2cmTSZ6+sZQ4diGIZhGIZhGIZhNArLTNaR/jdlkMxW15ksvuwegWETsLs2ubOWkklKvOxuD2HO04xad60GnVfBJvALcybZyCeb48CMcti8R5Z5BIDOTjJnMuO+n1lmUm1k4VGCIM6uVxNKYNG6l00xJXG3CdVsGg7LPgLutnTcfa9LdSbZHE/13McApj5b16ubq8sUAxVSz096nrUZNEawuczMGIvMb2RZS0aojCbNTHrMEddmPFnfJ5SvASNEWbTIw5iQqqBIG8vMimW/SDvLPsamuPdnxuQtNX8vDgzQfWllttaZ9L9Hrc6kUZNp0weQqla54sXieOcyrM5kZpAYlgiOXYlc/SepS7UttcuytrESpKon8AMopknASNpY8MYCxpwQTGZzSikrCV5SpOPFFMuharIRPxfmiyCi7bRSKaLSZMen9p5PYBOCGEjnislj4+5PYEZwu2XBJBsfasYrTWswwwcjiGEUV8oLxj5k4I0EPaGks/Q9EWgQjMHOgTawa4YktxlINZ1d0KDPowZwiP2hyQJh4Joa8DjkqgAwbWJtx1YA2GFq7aRIod+dLGl1TOZazRg6FMMwDMMwDMMwDKNRWGayjkydMYB0Z/Xv/f1kUvNmdxszV2FZSyBMaYxQI3CNzj761MTUjiRWiJ5BqielLSuSy+hKeDCp6tZ2XWaSDYpS6R/LTAqmLRWSXeOW9/WXlfpAM0tUpqivE8jWq72WoYhIbT62O3Eigc0keHqNyWBbTQbM0Epg6TemCd4aLGPXDEJIYH0IVUtTuyz7rsU8+gT0rd4E+SxDaxSoPQ7J7I/1Rdi3namZxnfWbiv4SHyaTAwRYkLfY3vXM1awYLKOTM8BNcxcsXG825V1U2eXs43VF2QOsUA4N1MXklSTzU8zOLRYMHmCWbDAZGbsoyG1Z8m3ihV5Z7BbechjbqNUCy8E6s65WoqouwcAvcyV11Gsf43bUEh1L5mba4jXXYNf6SL8npROQP0PphnBZAgJrESIQFT7XpKWpfVNyRNfZm8DjzqTIQLNJHF99qm/re3DhZqOpB10cn0r2rlLaDLXasbQoRiGYRiGYRiGYRiNwjKTdWRyJkI2Uz1CM67LLZdK1vj7bTCZayi3M2qGwxzEWmzY3EfOwpZloy905I4VbBNgMmC1/JGMGEvyRyZxZNlH7UhkqFuLORg2A7XckCzH6n4yIyVAkCwrM9BcGirUjyM1GJkBD18ncfsVVsn2l2c1mRGKeyn2HEjPiPZe12bXkuDvEFrXULXFcDUfm5F91KLNWkrv/EZTqLhfMKwfAgAg32/6bVea2tB1BuqHMPgUJ0GNQrKsAyX3lCw2ZcSlHiLeky1PLB4hVodnvx7raBUsmKwjHUmglrOydo6Zj1yh1eYGaOEvap21uCQfYcu21idX7wDKLP+lkhEsWNDOpaOOrR4xn7pQN/k4at0UJbRzH5lclQWMUgkYJlnWtrH7QyrFESPzG5sBez3HSaCZIEExew6Yuo/P/5ULz2sIFUglSa+E3bFamTjQWm6mweZdB3K71cIGOKg8VthXNt+Syq+VwSRD6ms0up8mHUeCBJOlvPvcDQ6SkiIOz5AC8RJpdWLx+pT1MJmrYRiGYRiGYRiG8YbGMpN1JJOoPSrPauiFGoVk0kifjKcWNgKnlYlo29jomwRbb5KkDopEzhxKsqw1bWH3K8CzS0z+SCGXhHlqSvI+lpEpldzPASuqztbZjMLpLGtJHfiyXGfURQaOO0lmmxnTZBIkwyplJpnMVTnEG0Wk3qEkHWXZ9EiXfWRt+YL7GAsF/uCxLJBWQs3wcQDlzxC7zrrale2GVg5P74FA/RD1fccerhar9O7jnK+VpIbKlLI+DKttvqU37V6n4/tUHGhfnavJXKtprafSMAzDMAzDMAzDaAssM1lH0rHa88maYYHMykmwzGQzspba+Y0JMorG2qRjZFldbYY1FGxEmZkx0JIRwhATmzOpNeApkraCx0RVNjLO5pmx7GMh784CSRkQbRkPfi3dbayeaKfw9h+fdq+XZS1ZZpJlH6XMJKsJqTXgYZRJdlFqp3OAtfMilfckwI19tPOnfWoTMvTLEsVAWXqJ1H9cnT2zXnUd6XrJcjQbTJaTsmsBjMN8oAY9ZNKt2mSHPOxSn4D1U1iWUJuZFPeHqLZy/W6NUH/cnZncVMnV/L001GoOFNuPlQapxoLJOpKM1zaRYIYL1CmOPPhSoXvWzgrdsxcxC8ISkqkNm9zOAsaSuzPMnMfYuWMuuQA/TvaCZy9in7qfbH+YJFVbsJ4ZqABAlrw1suoaaOTeonULlZuDIGXVylwF10xt54qZ/mgDVPE6k3YWiHYw2S11c+XvtHiMBZON/yprZa5scIS9Jtg9Wcjz46dGVGKgVRsmofYJiOhyoQJYsj/svGudXrUB2NZlWVv937/SOkMEzaGuc4gpNey7z6ShAJDOu6PbFLE7ZeuV+oYMFtxmSTDJzmtx0PHeFs5NKxOLRYgJ7uPbu56xwhiKiw3DMAzDMAzDMIxGYZnJJsNG2Xxkk1opa0U5qiXWfiKoRwTJKBobnSsJx8hkrgw2QhnqWiaTJHNL5I+ZNBmBFN4KzHxFyna5YJntYpJkZrVF6QTUMtdAmUltiRP2WEpmSexa5kj2kbWxrGUizm88lplkbRExZtEa90hoH3cmc2XXmWXZAX4/06w3lVfrlgNkky8XZWVWSjbgURr7aOt3KqWqW9vDmCK5SIoVHMh3WFlGKUQpGwn2jdYa07DMI6DPPrI+QUmap0Jg+8sMgdi+uvpTxcLg9u9YixGvU2mQFvOS8sKCyTpSibi8abRog5pQNKNAs7aQcJ5IWZnMF9DPG23KfFOly6e2TqDULs3Dc8FOXYFc57RwzqWamRpYB7IiBLeVCglS4+4TS+vRKmWT0vgPm//K5kVqA81EjPdaWTsNJsk7mS0nzuFs8OPu40iq7bjT+pWkhqkEO3fsvqN1OGMeLt1UVqmTvIfYF6ldLR9WusD+bWn3suTlxM4d+3ZJx8juAm1/gg0UJ8lUHBYsAnq5KgsYQ9UnzwyyQHP0g/6FYvsGk+bmWs0YiosNwzAMwzAMwzCMRmGZyToyVAHiNQaatNIlho8rF2srkzYvA54Gu6D6ONZWyEh0hYyKskyyTy1JJiFmmTet+UpOGPll2UetzJUx5JFFZSPcqQBZSxFyH3CTlMZnvVkCn2YmSS3JJHH9S8bcbQCQiLlvvDhpqxALx3ikN/VJEPMEbXKALdcch1Q3PnULWfaR1rEl66SZdiLrB5qV0dPtSwiZq0/WO0nre5LlSMeIZcSl468onZ21zvEsuygZ8LDsY4Goq7SqNamvxUwNtVnUoc7aT22xwCpItzbm5lqNBZN1ZHMBKBSqf2fFpqlkziM4YS/qtELf7rs/2nmRzSi3oYWVY6HLicGt0smTBVKBZK4syOC4j5FtT5r3x+aG0kBcKbOqlFpLmk475l4dfveyrI1JVVmwCPCAkZUG0c6LjBEX7q37w9rYOdDNcaXlfISBEa3raCjYcdLyQqwsETkF0qt5kA0MxN2DEVqnVx/UwaQy8JWOo0QGXVjZGXbPFgo+bq66fopayurhrKoNGFlfQyvlBfQ+FIPj3O/1LROyNX8v5dunb1dFPOZnJf/a9YwRxlBcbBiGYRiGYRiGYTQKy0zWkU35GLI1HO6GBt2nWTuBX8pmsfqMWpcwn8wk26bPSForwY7Dy5xHmZlkI9FamRlQu5bq9rQxmEqamexI+8ratcXaWdayVNS/UuNxbRZVd51ZG6C/ziwz6ZNBZMu2GtRFV3lN2H2XzoQxn2GO0OyelAbt2euQqQ3YuSPeVrJDKtmfIaJUZKY/HqWF1WiTJcwl18v4SSmFborZn9I5nta0Fj5Q2uyjFp/+VD7n/rYNjM8427ZMrN1WEpxuW5lYPIZYHbKK9VhHq2CZScMwDMMwDMMwDGPUWGayjmzKA5kaZ3Sgn2Qm2URzMookTcBmcya15jxsepqoxWcTuws6y+lQpThYPSWWfWTzO2nGVxiBZKO0bN4Jq+XGskdSxko7X45RUtZKTAvbY/PTtNlHtly6oi+XwMp/8KyUezmfEjBs/iu7zuyx9KnrGEFZYzAiSgyQ+eNRmOyINmtJ7ztyDwD6LJB2m5JiQKuMYM87ywTGhfmvWti1LDTB3ysIY6l8QRspnbSwfgjLsAK8bFo+554X2T/ebZ4WTa69zmiojXNZifjWf/VYzxjBgsk68mpvCuly9QPX309MJ4j8kwVgEuyFwl6oLAhlSPvKZK7sBcfaWEDdajU6tcZGgL7QvVZOJ3UEtcYjfJ0sONEFmoAkc9UZmkgddy1svRnSRjv1HsEkCxiT5HoxF9QoIs6PJOjbul7yvJNAsxy5XQNLlRqOaX9jSNAp5omEjy2qrf3JBocqaX7uqKGUMpj0cXVm9yVzyWXnhwd2ktkUcz4iCxKlHtsf7f3RDKT9aYYk1XCjNTsEgDwx2SkSs6AhYsAzZXLtepLFwTzdl5YmHquPeU6L9VN9GDthsWEYhmEYhmEYhtEwLDNZR3o2ZZAaqp5svKXXLQHIDLqHNllWzqdkBq2npMyGShlNZq3NahuxkbQ8GSlj0lFWR1Km/tolKYuqNcigFvvKEf6t7WNjJFqbkWFZHh/SJLvEDFZYxoqWVfGQM4e4ByLh2SpH7nclW5ZlH1nboGCOxtpZ1pK9urlU093G7lcJdh/kyP3TQYo+SplJVstW+27SZnwBgJWE1JYxaTWZa6iMp9agh9bVDVRWRWsw6KMsaifYcbIyJvGce53ju2orQ4rJNq4zmQBidTBIigWoy90sLJisI329aSSL1cFkqd9903UOuTtIaeJ2JckVmPY9hEuYFNxqpaxMWkHb0qSIucfxl5hlIIEHt8L8V209RGUHKdS3sRKxDnb9O98+sPEGqaafFrZeWmNQOcfMx3FTC5OjyjJXpZQ10klZB8v8Sz9AgknmAKoNMuj1El5LbFkW+DnqjW9tIy7CsoTa3aZ9PStnaAAAymR+bLGNXISbIZFV171sMTfXELCBe0DoNwXop0mwfgoLNNlUi47O2u/mAto3mDSZazUmczUMwzAMwzAMwzBGjWUm68hgXxKJGnXmOra4R8aZzDVVcI/2sKwcAJSSRAKqlHN4SWuVk8LphHCSfWTnpyTo+6gTLnHfZbBzLu1PlsgfqdtigNF/CZZhLBLpEmtjmZyCIIdit2wIKZU0op4g8j5tBlp7neXMpE6KyKAGPMRZdSvudiaBLVfcbfmy++SxzOPWZd0ngWUmh8hy2uya7MDsbmPZxy4io+8gvQcmj5X2R+uQqpXASsuytmbkVrTZx1Yz9mkntBk7nz6TFh/ZrbZWNvs+5bK1X4aJchgju4aQiNWnE9WE7HMoLDNpGIZhGIZhGIZhjBrLTNaR9FAJyRoj5BkyLzIz6B7bZOU0tkysnpv5Wgo596VlE6kZLGOnLSkC8BEv7ZzJPDl+n5G7dG2XawA8w1ommeJiml+PcSn3/cMt/93r9JHql0n2EWReG6slyW4fluWRbrtBsiw3gODr1UJNf8gcNO2cSV7Gxd3mAzPDYXMmpTqS2rIirCxEnsyBZver1M4yaNoMkU+WOUu+9GzuI8s+dpGMJqtRCujr0SbJOWeZYmmeqs98Sw0+pUG094927rmk4AhlluOClcoCwpjshIL2GQJsL1htbvI8u+ZPt7P5TCwWQ6wO5zIWqP5tM7Bgso4kihES8eqvEgsKmcyVBUSDnW6HWGlZbTAZxUk9OyLJlddL6rWRIIwdR4nIY32IkyhDGxQzsyRACBjJh1WroJCUOVQ6SgJN1mFhnTkaaJI6b9KyJSJZZm1lZv3ogdaQgtfsI9vzcGTVqrckkx0GC1LZelnQp71ft6e93tAalMLrjhniUAMe0kPoIEFoJsGjM20/jC3HrqUku2XvCRb4FugO8W2GQBswsvedFCyWiByctTU6CG0GUoCqDe7YcvEmBMyafkhbKzwT8a3/6rGeMcLYORLDMAzDMAzDMAyjYbRdZvKaa67BpZdeiu7ubhxwwAH4xje+gYMOOqjm39500004+eSTR/yWyWQwNDQ0/N9RFOH888/Ht7/9bfT09OCQQw7Btddeizlz5ox63+KVqKZsgUkZWFmMfJc7+8gyj1I7y5LFyPCldnK2BC2boZz4zpaT7LpZO5PzsgwjM9lJZgRJGJE4ai3UfcptMLMcBpOhMTkqk6hJ8jSafVSOmrM26XrQ7CMZ3dUalviUYAiR2WbrlOpMRqR8A1+WXGeP7KJWdqq9Xuy5ZNlpgJeIYZlJZuyTZJJt4Tlgx6m9JiWWvRe+T7y8jruN+bGxKlKhyh1p5aqsjb0nASmr6V6uqFSGVAIpQ7Qwkx1JdaStX8lqZVcEGTCDHQvrx7Jr4ron29kQKhavk8x1DJUGaatg8vbbb8fSpUuxcuVKzJ8/HytWrMCiRYvwxBNPYNq0aTWX6erqwhNPPDH836/XKH/ta1/D17/+ddx8883Yddddce6552LRokX4n//5H2Sz2VHtnyuYZAEje0CZI6skV2AyTyqRoGsNg3aOA4M6spZ4p5VJdqnDLpn7WCbXI1RNLfayZgEam6O4Fd010c59ZMGr9EFqJykVuw+0AYg2GADCuLm2Guw4JOkoO38seMmSzh6bj0ymKIpurtrglteq9alhyu498n0iy2mvB6APGJkEtkxOQqg5k+y8h1Ld0kBUKZ/VtgF65/imOK/S+tP1741JNbZp4oP0m/IFd+Kj3zEVpSBMUWlpzM21iraSuV5xxRU45ZRTcPLJJ2OfffbBypUr0dHRgRtuuMG5TCwWw4wZM4b/TZ8+fbgtiiKsWLEC55xzDj70oQ9h//33x3e+8x289NJLuOuuuxpwRIZhGIZhGIZhGO1J22QmC4UCHn74YSxbtmz4t3g8joULF2Lt2rXO5bZs2YJddtkFlUoFb3vb2/DVr34V++67LwDg6aefRnd3NxYuXDj89xMmTMD8+fOxdu1aHHfccaPax1S+jGQND65kqfH1dNgIU6SU3WpH/KR2miklyzFjIzYCx5YD9A67/ePdDrssU+yTmWSjtEUyhM2yhNJgmbbWm9axlZnshJLKUMMbIjuWSJK6fdpakkzCyLJrkqMma2+nrCXNZpE26fwwx9LOpLaWpHudLEMv7WuIa6J1dQa4WU4IJLMplrnUZv5p9jGQkyV7N2sNvkKhlt0KtZ4TRffHROqnOJdTfmh8ptTEa5g51mObdFlyfpja69Utbt3Elt7aWcviQBunJi0zWUXbBJMbN25EuVwekVkEgOnTp+Pxxx+vucyee+6JG264Afvvvz82b96Myy67DAcffDD+9Kc/Yeedd0Z3d/fwOl6/zm1ttcjn88jn88P/3dvbCwDIDBSRKlUHIiwAYfJHhijVJNtky7IXBnOeTeX5i4EFqRUyh5Mtx2Av1JSgr8htcQeT2rmobO4EK2QvwT6sQ2kS+Jb0HUFJUueCS2t1tv4+lv60TAcJGNn8EMm2ngWM2vIf2s6uFIBw2SALJsmcbGKFHhOEMhExy2fLskCCHYfkSNpBAkY2P1gr22ayUh/oPDtlmzSvWlsaRIvP/GD2DFVoUKiT8vr0L9XLknePNGcyRCDqI3NNKaWs2kDTB7Y/2nJr9BiFQJMNwrN+Y4KVseurHWgWB5hwv7WxOZPVtJXMdbQsWLAAJ5xwAubOnYtDDz0U3//+9zF16lR861vf8lrv8uXLMWHChOF/s2bNqtMeG4ZhGIZhGIZhtAdtk5mcMmUKEokE1q1bN+L3devWYcaMGdu1jlQqhbe+9a146qmnAGB4uXXr1mHHHXccsc65c+c617Ns2TIsXbp0+L97e3sxa9YsjH91COlU9UgDG/Ea7NSNzsijVjoJAVtvmmQmWdYS0EtkmeQ0yutG0SSZKzM30mYmmcw1IVgjUNc7MmrcT+TV1KhBGvlVSrRonUkmcyVtPjJXmplkb0ZSX49lFwEgTbLFtBYg2R+2HJNiio6byoweyxLyNn7f8awmy/QQ6T45RiYfBoAcyTKzzGSJpLNYFp7hk1TRGnUlmatxoAF37XFK74lGu++yrKWcXST3eoAZNSVynwNcHdMM+aw2+8hUUNp1loUHgU7/oUu6SbIMoqBoK6XcHxqu9iIqKIcEtjTYvplJk7lW0zaZyXQ6jXnz5mH16tXDv1UqFaxevRoLFizYrnWUy2X84Q9/GA4cd911V8yYMWPEOnt7e/HAAw/QdWYyGXR1dY34ZxiGYRiGYRiG8UaibTKTALB06VKceOKJOPDAA3HQQQdhxYoV6O/vH64lecIJJ2CnnXbC8uXLAQAXXXQR3vGOd2CPPfZAT08PLr30Ujz77LP45Cc/CWDrSPeZZ56Jr3zlK5gzZ85waZCZM2di8eLFo96/vklZpNK5qt+ZAQ8zn2EZMmmEibVr5xOyjJ6UmaQmO2R/0mUyT0o5WsgyiADPFg91ui2wWWmQyGMEimUKC3n3Ntn8vP6Y+7xK2RGSXKNo7fBZEt6n9IeURXShnWsJAB3EgKeLDNR2kmyotvyHj2kLa9NmECX4nErdTckzUnqDIpYRZm05VipAmUH0gW2zRJ69UAPufA4nO3f6HeLlUdxtUmkZPbq5mOr3r/BOY5mweCFA1lIy+1PWiY6TopjsGJsBVXp5yHVomTZl7e5CoXYfpUTujZYnFgfqUbol1sbn4HW0VTB57LHHYsOGDTjvvPPQ3d2NuXPn4p577hk20HnuuecQf80FfvXVV3HKKaegu7sbkyZNwrx58/DrX/8a++yzz/DfnH322ejv78enPvUp9PT04J3vfCfuueeeUdeYBIANO41DMttZ9XtHX8G5TFpplCMZ07AXIwsKtfsj1YNkgXGIoHCIBHaFDL/t2Xq1MtcKNVriHWEeTLKPtXtf2TrTGb4/Qw02XKDLeRSw1robsoCRSU4BoJPceh00mNS1caMc93LtBjfgIe6O1JVWkKiRZhbEs7Ys6bD5BIza/qV+AIifuxAuzDyY5MtqTYgYdCoBOz0e/UutgyxbTgqKC/Q9ypcNgdqxNYABj1TX8Y2Aa8C75Agy24FYIoZYHa5tPdbRKrRVMAkAS5YswZIlS2q2rVmzZsR/X3nllbjyyivp+mKxGC666CJcdNFF9dpFwzAMwzAMwzCMMU/bBZOtzMRdC0jVyFytf7k6W7mNjp68s62TZDSlzKRWkkonkyvLmABhso9MVprPudM8ksyVZR8LbH9IW7BakgHMD6QsYaNNFXy2R7OPRG6YYm3kMWBZQgBgfltMysoynizTJdXXY2hLP7BMYIzIenwksAwujyUGGMKp02esdNliKevNYI+QdnCcljERz51uoyEyrM3ARxXAxBjMNIqd86JSygs0x2RHC+uHGHr5LJMBDziMEsvEQLHlicfqI+0ZQ/IgCybryO679iHTWd2RYi/bboxztjGHrGy/O9AE9Bp/KdByIRbnVQapIQJGFiwCQsBI9odJWdMpIrUTPsZMykmLOwv1wdzLScEka1NKjJRBn7Q9rZSVBYysUy853TLZKa8J6W7TBgOy9E8nG4wid2NEnFV99H1snqZQNlUNPz+6i8KC/wQ5RinQ1PahtfMFfdxTtdJaRqgYohkqNa18ll1L9t6SHGK172dtm4TWh0KaqqNBrOvYYsEEdbsl3h8seZHtr+3IX8q7nfpbHnNzrWLszP40DMMwDMMwDMMwGoZlJuvIAZMj5MZVj+wMFPudywz0k+xaD8mCCTPbmQy2TNIcrB6ij4MYG4FjmUBmlsOyj3ydfBifZR/ZuWPGLKGkQFoJLEMyIuBZRNUmEWduv2R/tI6sgH5QUFuTTmpvsUFqCsu8RaRCWiViZjg+++NeL98f9zPCMo/y/rjbtOv1ue8ajXQtG602bLVnyyerq6VMFANMtu4jc2VtCa3iRLiYzPSGupWSPhWtE62sTwk03vQnIZQfZ8dCs4/x0WcZ2zkzGYvHEKvDS6Ue62gVLJisI3tOLKJzfLX89MWBjHOZjRPdcya7Mx3qfWEvqTx5MTIZCOsBSC9Ntl4WoNHAl7TRgFCY+0kDxgwJbEgpDh+pJkPrguoz15J2AtiAA12vzu5ecnNl54c6GNK1Ggz2KoixOYqCqzGVz5KAMU/uEdaJloYp2ikg4vJZ/Xq1sGcvzoLt1qrQQFGfV6k0E/l8sXtSOxgh3Xd02SZIYFlfg/UZ2HLaNqmEW9TgybySrJZ9v5nTP1+udgRbLAzSfWlpEvGt/+qxnjHC2DkSwzAMwzAMwzAMo2FYZrKO7DIuwvjx1SM0O3W4R20e73Kn+rVmOIDHJHQyzBjzKBCvlZ5ozXmoC6xwXkNkH9lyodBmLX3Wq5Y1KaWs0jEyEyK23jI5jlZzhgwFu2O5SQq7JmStXoZA7rZ8mbxDmIGVcG9pTXYY1FzF475j62VuwMwwiuFj7sSSOVw40/gUq9Ytme2rlNFk9Ua15kXsvLJMqLRsCJMd9p0FwvR9tG2SrJS63JPltPUrqfIMQFlZD5xJYF1t8aJwclqZBOpkwOO/ilbBMpOGYRiGYRiGYRjGqLHMZB0Zn56CrnT1PMdpuR7nMtkcGZ2hpiSCFl87Ase2qRzxk6AT35VzJrXzHgGeRdSa7AQz4CHzwdgILsvotVqdSVoaxWM4jM63JDUffQhh+qNFyuSwdilr54KVt5BgmRW2PzQLRtp8DHgYrM5kicwP9qkZyudM6jKTyun1ALgZDLtH6BxXj0fW59zq0JnhbEV3Dlhpalafckj4ttM5kwGyj9I6WXaNoS3TwU19WstgRcpoaveXKchcJdyKvLpdSxOL1cmAx+N72GpYMFlHsvFOZOOdVb93pV9xLpNJhslzs5dGiWxTGxSmCkIAQnqCUmDsggbM5OWWjHOjDxYwamWuzUAyp3EhyoiUgUQ7FbfWIjofBnDk1HaEJbku69TGyUewTO47Frh4uaeSNnWgKdznWrkzuweY5JQWEfSAyhRJm1YCC0gBkzaADfN+CREPhDJvSpH7WVur1sehmqH9XoqDncr+hNZZNYQjqw8+ASwLCtngPav5PTA+XXt9+TZy03o9VmeyCpO5GoZhGIZhGIZhGKPGMpP1pDAI1MjQZcgIHB2YYKYkTLMCvTmNVh4r7U9Hn1vToK1fScuRqEtUSHUUmyBlZdIuZfaRbk9YZ4gMrPacS8ZGWslyM2r6abfJ5KhcqqrfH1afkWdfwzwj3JwnyCYpPNun+x74JCZDZNfYcfhtj8lcQ23TTYjnPZSJF3vemZGONmsptTdDjcL6E1IJM+c6lRdMylo2WgYrbY/18Yqk5vdQpzszuWVytubv5SGuEGtp4rH6vHBaTAbtgwWT9SQe3/rvdTC5FIvBWAHZzCB3wuqbWPsBBoB8zn3ZWTDJHLsS5EUD8P1lx8nqNGlf8KFcTluNVjtOvTyWtAmBLXWXVQZvoWqyhZkX6W6T52a5YTJXHiz5bLP+zpmhYPuaojeJVrIszWtjQVj9O/zioIFaExVqzqR+2XojPZbagQp27loNOk9eGOxkE4e0A9ehYPvD5n6q+z5SMKl01md9ynFdtRMJpVT7TpqMJWKI1eGDXY91tAomczUMwzAMwzAMwzBGjWUm60kqA6SqM4IDJffow+CQexwtVSCZQEGjViAjRdrMJBu1kvaHTd5OsuwjG0lUthlNyloGeNuIkmWSuWTSLtbGMqVSRkZvsqNbjpvo8GXZI6Q1bfHJ6rLMilY6ypAydtprwl9NSmOaJrzueMZXeg7YzaXbH5askbLTIbKz2oy4vC86WXso6Hlv8BSNVkPKBGoluT7u+VrYsbCpU5PGD9ReJuGusd7yOFSIqvWMEcbOkRiGYRiGYRiGYRgNwzKTdWSw1IdUqTqb2JN3n+aBfvfEZTbPkI0EAUCBtDNznogM47ORMqanl9qT5DhDzA2Ix3kWVVsvUms24JMl1NaLbEZmMsT++JgphZgzGWoKBMtm8UdEnz3SZ1Z0pUGkwXZeikK7Tf3+aM2E2PXi+6M3U2r0dDCfOZzarCWtqiLWveTtjUQqSaP0nUOB3CPMu4EtB3hkJgN9u7QmO1q0tbm3LqxUV9GMpv4jxPqVtEZl2t3WOa52/64Y574fLY0Z8FRhwWQdGShtRqJUPal4w5D7NPf1KoNJEhACPHgrUw0fkTKQbTIZK8BfRI1++fu4kWqDSa+AkZkRaD/IynUC/DiZQ2oz6lNqpawp8niFChhZp4wGIEq5oU9dR4bWkVSqW8iDMGGnFMtJ+0MDP7JchVwTFsD79DvYPaINTmgAJrrIuJvUgabHwInWnIZLa91tTH4uPZf5svvkMYNMFjAOku/BkNDnZ9ss5MmgdpHUNCyRG0ToL9Ca1trBadp/Ic+W8LGoJNznR7uvrD/FzA4BHsCyoJl999MZxw1SI/HSNpjMtYqxcySGYRiGYRiGYRhGw7DMZB1ZN1BCf7J6GO/lQVKDpy/tbNthsNfZJmUCabtyhKlUIdlOQeZaTLtvtXgl72xrdNYS0NeSTCgznqEkpyz7SEd+pfUq95fVfCwrM6VS1jKEXJVlrHyyltrMJL/tdKY1gI+Zhy57JA3E80utk7KyTFdSNFPSSWTZ/jCJI5O5SuPCTAbLsmQ8a+mRCWTbVJs76Z9LbYZRm91n65RkrjzD6G7rJxlGll2UygEODbq/7YU8yaLS5dwZO5/smtaYTytllRRkWli/iBkasvJuEsz0h/UbXd/9ilAjuqWxzGQVFkzWkee2pNERqw4OX9hMXqg97pcNk7kOjM/QfWEPvnpOYNK9TuYQC3AtPmtLEimE9sMgBSAs6EmRl6bPNhk0eCMdhFAyVy0sgA21TRoUku+8toh3qCkQ+jmTjECDGMogoxmOpEk6MMB3KMMGnZSBJhuoiBN5IyC9l8hAoDJg1Aea+oBRO5AjP5f1r8/IB4dIACK8C7WB3xB55w8QY82BorA/JCgcZAFjgUybybu3mS1w3a3kLK+hQjr9JXeuwGu9jHhFd4xSMMmCZh5Qj75P6dMnajqxOs2Z9Ki73GqMnbDYMAzDMAzDMAzDaBiWmawjj2+OIVtj9Hjj+pxzmXE9bokny0y+Oq2T7gvN9jFJgjLz5iO7LRGJLJO0UAmschRNaqdtJFPBMoFaeayE1pwn7jGyWyLjU+w686ylenc8ZK5hpKwMrcyVJqU8hgvHitEclZyS5VjWUmqXzHt06C90JdJJa1mSjKkNfeo6JgKM1stmSqxVt6/UiMrDeZa5q7LMZD/JPlIJLMkubm139zVCSFmTHjJX1mdgZjns6SrHlQ6oAtSAh5wCrYnO1nbyHWYyV0W/yMcIsemYzLUKCybryGPrU0jXKPXx4nPjncvM2viKs21gvHs+pSQrZVbN6QwpxcEcSZk0UngotO6yTJahtc72gc+nZEvq53EEkYOwD66gm9TKi1nnwen4BqBEXP985LHU6VzpAtuMQJNCOh1SzXB2DrRzAkNJhLXzIlmbFIBQSWrMfa/HSNc0Ihcsk3A/IyxYBIA8m0dGzgGXueqlmlrpKDvnFdo55QGINvjn8451xyiV4tC6xLIYLF9gcxv5vL88ea+zdz6TsmY8preEKCcWYjnAY6qOcl4om/4ktfPAePT9RtafbHksmKxi7ByJYRiGYRiGYRiG0TAsM1lH/vLniUhmq+WnU5/vcy7DZK7rZ3U52wY7+axvlunRZrqoLEEY8aISx6R79FIrA2YZTR8nUwaXx7Il+VA0k/UwsyB6nQONiLGsZpm4AbNroq5HBqAckeeAGn3o2kJlJhnarKVPoXZt1tKHEBlPbRvAM4y0jUgjY3C/CyOSfZQkuSly7kiCiMKyYJIjqfbeo5LcKIwMWJu59Xm+GCxzqW1j71GmDJHa2XqZlFU9vSUQ1HzGY39YFjVBsrPac8emPwE8+0izlop7K1Q/rCHE62TAM1bmksAyk4ZhGIZhGIZhGC3PNddcg9mzZyObzWL+/Pl48MEH6d/feeed2GuvvZDNZvGWt7wFd99994j2Cy64AHvttRc6OzsxadIkLFy4EA888MCo9skyk3Vkyp/6kEpXjyaN7xlyLvPKjuOcbb2Ts8622Dg+osHmRTKTHaZj1xrTAHxeZIHM/2QjaZlBt6MAy1oO5d1zUQH9iJnWnIfVqQKASpnMlVKa7LA2Vk8UAJ98w2DGAMpSJdK8C239OIZ2PqUP2tIgXtkRtfFR482mQiCVBonFtNlH5fuFzMNMxIi7CsIMgGvn7m1td7fRmqpkteVIXzqFJd9SLCOjLquiW6e4TVpP1N3GsotMGQII5mnMeI7srE+tyCDzEMlN6ZMpZaXPWIYxrfSSkA14yHuLrZf1Jxz3T7ntM5P1mDM5+hfz7bffjqVLl2LlypWYP38+VqxYgUWLFuGJJ57AtGnTqv7+17/+NY4//ngsX74cH/jAB3Drrbdi8eLFeOSRR7DffvsBAN785jfj6quvxm677YbBwUFceeWVOPzww/HUU09h6tSp27VfFkzWkWImAdQoUvvCHpOcywx0uQObZKf74c3leOdBK3PVTiaXXGCZzLXAalCSor9MypoquNu2CB9HramLpnCvz/YAvSMa2+aQ8FooEfc62tPRGhwog2JA32llaI17AH2nnp1WJl9jt4dk9KF2kCXESZDFzUwkSSGTIsr7VXud/GJpP54xEmxHtN6hG+m+0hoUaZHOufa55F89dhL4g8lqhkrmRi5YQB1sAKjFYO/nlDboE04QC3rYlBG2HKvrqA1CAV4Tk62XLcfMDiUDHi1sMKLgMHcqEtOnlqeJBjxXXHEFTjnlFJx88skAgJUrV+InP/kJbrjhBnzpS1+q+vurrroKRxxxBL74xS8CAC6++GKsWrUKV199NVauXAkA+Md//MeqbVx//fX4/e9/j8MOO2z7DmXUR2IYhmEYhmEYhmE0hEKhgIcffhgLFy4c/i0ej2PhwoVYu3ZtzWXWrl074u8BYNGiRc6/LxQKuO666zBhwgQccMAB271vlpmsI4P7ZFDMVUtTWSZwYsptMMOyWSkhE8iWZWglniwTCgBbUm7DIDZaxupTMikrG4GU6ihqLavZdWZZS8m0hS0bF2qAaZAky6x2GK1fGSfHQWXAYYbqtdkBn8wByxDRsgckS0YGopH3sF9nmUtt1pLf6/zdE4+R+4ccJ5MpsuxRSsh6p+Ludx4t/xEgE9hqSM9IiOeLZTul2pUhjLNY4o0ZCfmcO+1yPuoYn2VdaDN2AP/2M1MbfdbSQ5JLDXiImknZZwpV95Ldz66spWTs1NLU2YCnt7d3xM+ZTAaZTKbqzzdu3IhyuYzp06eP+H369Ol4/PHHa26iu7u75t93d3eP+O3HP/4xjjvuOAwMDGDHHXfEqlWrMGXKlO0+FAsm68icvV9FurM6ONR2vn2gUlayTVYXiiG9GOLkTmMSWFa/kr1sWZtUR5HBVAnsnLO5dJI0ktazi3PhV6PRDkaoXWlbDOnW0r5wmVsnWyfrOzQj0GRF1UVabI4NGxjIJOr/XLIalBLsPqD3Fq2l6V6nNHc4hPzcJ0CV62KOnmYMVoWQyHr1UVg9Y6XMVVpOK3PVBrDagFCCBYzMg4ItF6ompmbOrTQXt6Wps8x11qxZI34+//zzccEFF/ivfxS85z3vwaOPPoqNGzfi29/+Nj760Y/igQceqDkPsxYWTBqGYRiGYRiGYTSY559/Hl1d/1sKsFZWEgCmTJmCRCKBdevWjfh93bp1mDFjRs1lZsyYsV1/39nZiT322AN77LEH3vGOd2DOnDm4/vrrsWzZsu06Bgsm68i8KRFy46pHb7qJHLOfDGD7jN6yzAFbL89oupfLCxlNrVGMdsI4Gy2UpCfc8IVskxwjywxIo/haA8xKzn3f0eU8MlZaZz8m5WWSbsn4qdFlnELVmVSbpHgMnjIDGvb+Uctjxf1xt1WIkyevTahrA7gHUY68KDqS7pd+gjjE+kDl1UrpdSbhPkapziSTHofI6GkNqAH5PnChzdBL+1pQSmRDOH8DggO8MqPnVbuRfaS162xC9pHWdVQu1wxc94/2uWoJ6pyZ7OrqGhFMukin05g3bx5Wr16NxYsXAwAqlQpWr16NJUuW1FxmwYIFWL16Nc4888zh31atWoUFCxbQbVUqFeTz7ml4r8eCScMwDMMwDMMwjBZm6dKlOPHEE3HggQfioIMOwooVK9Df3z/s7nrCCSdgp512wvLlywEAn/vc53DooYfi8ssvx5FHHonbbrsNDz30EK677joAQH9/P/7lX/4FRx11FHbccUds3LgR11xzDV588UUcc8wx271fFkzWkf13KGDc+OoM3bN97vIfG4bcozN9JGs5JGSPhkhSis9bci/IdPHSvLZWmvfmlZlk9RDZNUnpj19bu7BIUpolMkcxnREMiirKsjPUnEdnXiQZTbH5qNq2UNlHBssSsqwlzWiKc3WZcQ1fVrOctE5tdj9L7rtihZQlEjIybM5pV416w9tgWbscM11Tzl+U2tm8SFYyo8jmUAnZIX7e3cuFmE8JgKaZtbNfQ2Umtc8Q+36Xih6ZSdLu40/gQvx+04xR/bOWLEvok2H1MctxrlPIpoXIarq+7VIpqFYmFovRWsKjWc9oOfbYY7Fhwwacd9556O7uxty5c3HPPfcMm+w899xziL/mOh988MG49dZbcc455+DLX/4y5syZg7vuumu4xmQikcDjjz+Om2++GRs3bsQOO+yAt7/97fjFL36Bfffdd7v3y4LJOrLr+By6ujqqfs8ltjiXGdfvDjR7iHT01QJ/EFkg2ks+HEyiNsRcRQMFiz4FgbXrpB9dIuNkbUXSuZIMeLSwDnaRBWiCbCdZqn+9SHb/aE2PACkA0RkmsTafbzGX/eicXn1gH3tWL5I9XqwT7dPvZNc5SxT47Fp2lvmDyYJJKsdMK6X77P0rdMy4U7B7uQxxYC6Sk54XLiYPjOsvKw1Vu5GdO20wKQ0Us6kxbL10CoJyAFVaNlR9Ri0sQIuxc0CW8wldabDJRgbIi8vH44xBg2b2LXW9t4QpKi1NrE4yV+W0hiVLljhlrWvWrKn67ZhjjnFmGbPZLL7//e+r9uO1tLGdkmEYhmEYhmEYhtEsLDNZRyZUOtFVqc5MotO9TDLe52x7OeHOWsZj+kvHso8sS8ZGnxJal5hAsHpS6Twfu+sddJ/3QVLmJTtItknqcBaE7BrLrLBMGM3KKSWwAJBWZla0MulmSKS1kkopQ8TWyzMreqMYLVo5HTfnce+rVDakSNr5ve5uy1IZJ98fdt4TMfdG2b4yWTKTo0poJbJsm9rM/tZtMmm27n4OIY8F9NlHdq+zfWVTVAD+nOQL7hPPyn6xMg1SuSf2Xs+wKREBVEc+0HrXpHwZ/XZJx8jqYZNlI6UhEFM3SLDsLJuKks3VvgcSUagcagOoswHPWMCCyToSdT+BqD9b9fuEXeY5l6lk3Q9UJRp0tkkdnaGy+9IOlOovMQqF1tGM1ZNKCcFkgrSzmqGFvFt/xD7kqQTvPdAA38Ml1kWZBL6Aj/NfG8tathOfaS4sONF2lH062Nr1aueD+XSi2b6y56czqZMWA9KAA3k3kQ6Etuaj9GyxPq1Wms1l0MIceuU2Q7m5ssCPnTvqmq58DsiY5Nb2vPv+4d8n5fQNqR5ggKAwVKCprbMYbBYm+UhrA0ZGMaOv0clgg+Xjugo1fy8kav/eFsRj9bGKbzHnXR/aLiy+5pprMHv2bGSzWcyfPx8PPvig82+//e1v413vehcmTZqESZMmYeHChVV/f9JJJw1Ppt3274gjjgh9GIZhGIZhGIZhGG1NW2Umb7/9dixduhQrV67E/PnzsWLFCixatAhPPPEEpk2bVvX3a9aswfHHH4+DDz4Y2WwWl1xyCQ4//HD86U9/wk477TT8d0cccQRuvPHG4f92FQyViP7yPKLOGhLJ8VOcy4ybPNPZVqy85GzrJzJOAOgvujNhPQUmz6KrDQKTT7C2MhnVYyN30qheqkAkqXn3I8NqbbLMZFZZDxKQJHO6NhHl/sZJRkZrziPBsxXMiEpnWOKzP1ovBpbJ8HGN1J87sj9ql2neTrPl2vqvgvGIViLL3FyZqc+gIDdklJjZCTlMdk+2Wp04ni3n+xoiw0ifA7JO9q2Q2ocG3W3a75Pk5soIYaDXDLQGPGUh81Qh5ydJcp7MLIid84Tw0qfSWqa2SLpv6A6Hk33Cw+G+6ZjMtYq2CiavuOIKnHLKKcP1VFauXImf/OQnuOGGG/ClL32p6u9vueWWEf/9b//2b/je976H1atX44QTThj+PZPJYMaMGd77V352E8q5VNXvyV3XOZdJTdjR2ZZNjHO2jU9tpvvSmXI/3J1J92Vn84uYLt6nNAh7SZXJXAU2j4HNi2QSWKl9SDm3xKcoNJPbsetFO8rCFrUkOtzRApvPo+2wxD3m6mplcayT6CMTZ+tlAeMACdD6ifOuJCtl+6OV/mmD6VDQe0Caw6m8XlkS2DAJLHuepcCOSWRp+RgCG1BgATOgn4eon79Id0c9yEHdU8m3olBwv7glWSmTq7KAUetELr2bQ0hSmRyVh9phtsmOkQaaoWyEA6GVAbO+oev0NCNxUTdM5lpF24TFhUIBDz/8MBYuXDj8Wzwex8KFC7F27drtWsfAwACKxSImT5484vc1a9Zg2rRp2HPPPXHaaafhlVdeoevJ5/Po7e0d8c8wDMMwDMMwDOONRNtkJjdu3IhyuTxcmHMb06dPx+OPP75d6/jnf/5nzJw5c0RAesQRR+DDH/4wdt11V/zlL3/Bl7/8Zbzvfe/D2rVrkUjUHgNbvnw5LrzwwqrfSy/1oZSpkZnscTu2YtAdiKY7azjD/o1xqVfd6wTQkXSPiHWSq95JlsuQ5aRC92yCdj/JlGpHyhiS9IaOtLIRSkFK5dyelNVVylWZDI8huSmybGiKjPCnWM06pYuBdHtoRz99zDy0aDMgLPvYSzwO+oXMpLYAuhYpy0xrmZFlQw3+crdO9/6wa5lkGRnyXEoJEGYIxMxyWMaTvSaZXBfgWU1t9pE5HktZZu2zx+ShtI2oNKRnS5t9ZPtDaysL+5MoN9aVU+oTxKlumyynrHvJ+hNS1la7TbYcU3MxFZgEO+8se+06jDZL2o4kHquTzHXsZCbbJpj05V//9V9x2223Yc2aNchm/9dx9bjjjhv+3295y1uw//77Y/fdd8eaNWtw2GGH1VzXsmXLsHTp0uH/7u3txaxZs8LtvGEYhmEYhmEYRovRNsHklClTkEgksG7dyPmH69atE+c7XnbZZfjXf/1X3Hfffdh///3p3+62226YMmUKnnrqKWcwmclkapr0VHoLqKSrh76iwSH3Bkt5Z1MiNsHZloy7ayECwpxJklrqIqY2LKO5WSgnwTT1zEiHzUfQIo3O0ZFPNsLPsiN0zhLdHXXNQ21JkbRU95I0Z8nOUjMYD6MYhrY8inZOoAQbjdVmR7TzvfIkownoTTm0NUOlzGSI54DWDPUYeNbO3+MZPVLPTzh3lYi1a+s66udMsuOkZjjKebw+ZXDo3Edl9lFb81FaVlvig86L9JgTqS3txb77QiUtCsvoMXMamkFUZhcBfYkP6iURqD/FjpPdWwPF2tssOH5vC8yAp4q2CSbT6TTmzZuH1atXY/HixQCASqWC1atXY8mSJc7lvva1r+Ff/uVfcO+99+LAAw8Ut/PCCy/glVdewY47uo1xXBTzcRSj6psjV3DXH0TZrUNLxNyXJxHjFiq5hLtGZQcpSt9JXlJdJH7dJDh8ptOkeDG5C7UyV/bSZC9bqZ0FxUlyXmknWjhEJitlgR87TG2QJcHkfTlyHNz5UC/vY2i/qz6BprY+IzsHasMbQYro4+LoQhtoAtIAiLuN3euhHI/ZddbeA9qgDwhjbsQksLLMVdemDdKl46czG5TmaayDzQJGFhBK7VSuykx2lFM0QsG++z5STQYLlpgpnzYgBPTHSR3wPc4POwesPvfQoLs/2ttTuzpCcaCx8ui6YgY8VbRVWLx06VJ8+9vfxs0334zHHnsMp512Gvr7+4fdXU844QQsW7Zs+O8vueQSnHvuubjhhhswe/ZsdHd3o7u7G1u2bAEAbNmyBV/84hfx3//933jmmWewevVqfOhDH8Iee+yBRYsWNeUYDcMwDMMwDMMw2oG2yUwCwLHHHosNGzbgvPPOQ3d3N+bOnYt77rln2JTnueeeG1HL7tprr0WhUMDRRx89Yj3nn38+LrjgAiQSCfz+97/HzTffjJ6eHsycOROHH344Lr74YlWtyUopVntUqMKGWt0ZvXjMncphWUsASJFRfmYTnyXZI2bowsx5ACBDZLAs26cdhWRlQ5hEBACKafdJYMeRIsfBDIhYVgXQZ09CSP8ktFk7lo3Q1vMDwkzy91knz6zoMrDarBN77iS0Mle2Tem+C2ElH0plpJUza9fJzGcAIE0NeHT745Oh12bT6XOgXCcAFElmjpfUIKY/yiyhVGcyRPaxQoRFIUp/AM0p/8GgEliSffTJomozjCGMCQEuy2X1twf63bK1VzfV7kuXWP2kVsdkrlW0VTAJAEuWLHHKWtesWTPiv5955hm6rlwuh3vvvbdOe7Y1mKxZpJbJXNlbXBlobm13t2kDTeYmKAVE2vmEWthLXJK5ljPuc5tOu68lCxg1dZi2p13r9KoNNKVtMljswoJC7XKAXvrWTuoTrfxTuu/KxH1X27/U3q/b0+6CBhKkP+Oj8q1QR2TdydMGWQDApuGFkLxL94f2WFjQ7HN+WKCldToNMn9RWC8NGOl6G2+tyQIpOidQuLl8ZKcaqOeD8CGRBrY1UHdZcQ4nGSwn9U3H9bi9PzbFszV/L2tH1VqBWJ2CydjYCSbHzpEYhmEYhmEYhmEYDaPtMpOtTKUSqz0yyDKTReL0SrKWMWEcgGUfQ9CMmkFMllIko4XSaCA12aEGPEoXSyEDos3msDaWsWLZaWm9rGYdq3XHnCHjZADTR/qovWdDyC23rjeMKsC5zkByXS2hzquybCwkTxKW9WbXpEwOlGboldMTAL0ktdWuiTYjLmYmlWlorTmP1rgH8Mg+etRD1MIyc+wofSSejZaHsnVKfQ2tu6qUYXQh1dhmRkPxitssUiMRLuXdJpEtjxnwVGHBZB0pl4ByjU5fRNL5MSIroDLXZJhZBcyhz0dGpJUD5Yhkhb348jn3rS0XPa6/JJd2LKhtv5/lvQbp+yYFmy5YoMnRv3Dp+WmsGgqAPsBvtbmf3Es6zDZDBBI+7zR2LZmCixhbU8lpNql3NS4qXZ+1AxUSjR58lN5pIaZaMEI4JW9dceNHdSM2748sFyqA1foshJqHqN1miPMjrTOulAgzp9dxPbV/LxYHVNtqCWzOZBVj50gMwzAMwzAMwzCMhmGZyTpSKcVqGi9ETLukNOeRZK6sXTsAx0aTJSMU6myXd+8QG/FiE+2LxF6WTZgHwoxSM2lSWchMap08myE9ZlJNBhuo5zJffjOzjEQzSquxY2HXi9UTpWoCqiUjbYGg18PjftXWJtQuBwB5ZXZpSJkl5I7HfJsVmtVk95Z7nT7GPdqMsI+BUyvR6ExoK8KycjFyMUWHVCo7dT8oFTKfgq2TKaREFVSDs49sXwHBvIdNKyKmhS53/HKljXNZsXh9zHPMgMcwDMMwDMMwDMN4I2OZyUZQVqYASOGsmFBnMiZkbDQwW3YfO/MEGS1jI2lscju1FhcmxWcSZBI6yxApDRekmmxFNq1W+QT7ZIFY9pENxI6VUhxa0yNAyj6625px7pqR2Q6BNgsmGaHQEg3KOpylJFFbEPMv6VqxdjYXU1syotWeZ3HOpLJ0VTtlGEPNUYw1+EUhGvCwOZysHAkz7SPPOlNPJT3S5SwDKxnp1Hs5gPtQDHa660xumeioM0kUaS2PZSarsGCyjsTiEWK1Pi6JALWEPGSuWimiD6xzlSRyVVb3iNWLLBDZhSRzTSZJ7c82otWCAa3EMxTa77xPMEkhtyV33GQnT2/aopVXM3yCDK2km7qDMldN0oEE/GoFatbJ3pMVUuMWAMqpEOZX7nWGMu4ZK2gHHqX2OBmAZjQ6IJTwqRNN5ZgOySXAHVK1bSzQlJAGvUPAzjuTsg50uYPJzVNyNX8vDzVhnkW9MAOeKsbOkRiGYRiGYRiGYRgNwzKTdSSZBpI1RoBjbCSNlfggoxaR4J7B23VjCNoMiASTXoSQucaFu55Jl1JEaqaVQ8m29e42bakJeksK0i2WXdKW/+DZPnejdO5CGL7wOpt8WWogwjJv5DXBPBXYvhLrLwD6TGCo+p0htsmMscRl1TUG2Vr1GStGPO5WW2gz7dz8Sl+rttXwySKqtifdk1qJY4tlH7X1IFmGHtBn9FhGk/VRWFtGKsXBMp5sSo3y3GnLpgBAifRV81l3p6prcu36lKVB6QvUwsRidZK5ttGLUMCCyTqSTFeQSle/6GLMai9NKrYl3NKBSsQfxErkllcUK8TRjHbYyAtM+ACydvZCZY6tTMPPpDBJEhBK7dq2TI37YhuSEyNr17axeaGsOLrUrv9WudfJ3CaLQmeO7Y9WiufjKKkNbumcN3KdmTy2KOzrkLLQvVYCG6proQ40PQIFFjBqA1hmfijOWSfy2UKcvAvIcZDFEBc7SUrX5wC1RgH9NSmT5dg6aZv0TiM3F/MfCIW2PiOrT8koBRLUJUifIUb6TEkyFScS5gWyQJS60pJ9Zf0pNmdUWpZtk/XFJnXVridZTNYOMtsCmzNZxdg5EsMwDMMwDMMwDKNhWGayjqRzZaTTNUZ+OrLuhVK6tlKpn+5Lnox85knxOZrJYKPtXqYButpGrGYUk3OImUniqJhMEtOJtHuEkmYQhaewk2yzkyybIbpJbRsgZSZ19RCZvK9E7gEpi8q2KbnouvAx4OESYd3+sKzLEGkcEjaolSJSM5wAskDAI9sXaH8ajagMYVLNAEZL0nJjReaqXY6uUzh5TK4ayrFVizZrGWqbrH4lmxqjrSUpZQITyuulPa9i3UuW1WSZUmLO09FZW2JfjLWx0aFlJqsYO0diGIZhGIZhGIZhNAzLTNaRRFcKiUyNOZDjOtwLpd1tFZLlKUVcbz5IbO1Z1nKIOFkPkYGkQp5P/GM2+6mSe7YUmwNC60mRUbQUm+wDIEEyc9o5k8zwhmUeAf28yA6SYWXZxxxZDtCXltHOCZTnX7UOsgGP1qDIvWI295PdH+xZB4Ah5Wmn5TaE2o1agmSPPMx5uON7a2WPQhAqIaVdb6tlQr3MlBpcY9DHtCUE0lxL9vUS7AlUVMjDLmUCUwEyyaGywew+YGZBrn5RRehntDRWGqQKCybrSLwrg3i2OpiM5WrX2QGAWLrT2Vao5J1txcoQ3ZdBImXdQjp0/SRgZG1Dg/w1PTTgvtU68+5j4TJX/UucoXVlZQEjk7JKBjw5aqSjlbLqDXi0ARH7yrNgiW1P3pfW6ghp0cpj6T0pyJmZDDZEoClK5T2COw0+0n1lub+WQx+86d1cWVuBSd7Jgglh4CROngXqxC08Q5p1Su8s9m3TBpqtFjCGOEaAH6fWITUU2uk/rYbrvR218xQDk7lWMXaOxDAMwzAMwzAMw2gYlpmsI/FxacRzNWSuzICHyFxZ9jFf5kPfW4rukiMDJfeIUB+pFzBA2gYH+a0UG3Tvb3rQnfIskondtJ4SGaXmo8IctiyTG2rbAH2JD1YvkmUfk2JWgZXxYBlGuloV3NRHMIMJMLgrJyp0GVi6TWX5E5a1BIAUue8SAbwTfCSwzTDSCVH+g9Na2Qgf6ah077lg9zN71qXtZchUg0LGndYs5HUlqFitROk5YBkd+hwEyq5pv8PBTGRYI3lvaY10tNlOqZ1lH9n0HypH9fjo0TImbGqDY4oTm/rU8lhmsgoLJutIbHwKsVyN2pBZd71I6tha3uJsY3MiAT4vkkpZSbG3gS0kQO0n9TIB5MiKc/3u+Z/FtLtHy2pJNkPmqi1mL3V0WFCoDhjpcUgyV3dbiLrYUsCoJcS++q2zsQGRFAyw+5K2kYjap7JYiQyCNQOfWoH1RuqYMRlnmdQk5nWHxd1SoZXAsnq0TAILAMSIm7t7p3Tu3ixglNzGC6TmIYO5wPoQImAMBdsf7XxKFmiy2owAr0OprRlKA1SPe4A52qZIQqB/S+0wo0imPrU8FkxWMXaOxDAMwzAMwzAMw2gYbTw00HrEc0nEO2qc0jSRuSbcl6BSco9s5oWRb5a5HCCZyV6Wmex37+uWXpJ9BTCtr9fZliGjWq9OcxsUsaxlnNzZksyVjeLT5ajcUJfRlNq12VA2ihRqMDlElkNaTusgy9q8nCGVw3chXCzl+45Juplbsnud2qz/VhrrEusjhw8BN/wR6q2SLCo7d4PE+Zpd57LkuEmyiNrnSyv3BvixZNLuc8AksCUyLYRlkn2y2iXiDlluRmY/zNyG+q8Tend4H+Mepq5i/SJW9Dvucc6ZlDVB+qNsX7f01e4blgZJZ7PlqVNmcgzl8yyYrCe5LNBR48FJuAOtCpEYlSP3w5Ynbq0AnxfZSz5y/cSVtY8EjNk+LmDr7HU70w52uiWyg+Pcbfmc+/ZNk488awOAJJk/wyRI2o67XOieuZmy9SoLIrdWH1ooqi51Wt1tIeZTFgRlUiupvqR9Yfeldj4le35CzaFpxnzKVkMzpwkAiuR6MRWeVHZGGzCGkthrB+W0EtgM+QaFul9psBTMKTlA6QvJ7Za0xZQyVzYPkbWVk1w8Wyb3D3OrT5A5tz5G0mxOZSqvCyZf6R1X8/fyUBsHk1YapIqxcySGYRiGYRiGYRhGw7DMZD3JpoFspvr3pC4zydryZX7p2MgwM9nZ0ufOBLrkCgAwoXeA7k8HyVwyKWueFGiMcu6xkGzOnQllo8IAz1xy4xF3m7ZO4Pa0txJsVJQ5vTbDZEebtaQZEGF4jnoqtNjQXgi5ITXnkeTnSvksI1QWKIREViu/l9DW/mQ1H7NCeqRI1qtVVPiglcjmSeaWfUeYBJYZ9/hAr7OHmVSIZ6jRNWV98DEZYtliJoFlclSWXfTZV+ZAzDKTLtVaKe9jx9ZcYrE4YjGtZdPI9YwVxs6RGIZhGIZhGIZhGA3DMpN1JJbLIpYbXWayHLlHdEoVlpnkpThY+Y8+kpnsJ+U/Yr3ukamOPncmEODzG9m8yCHSlu0go2E5d1tHJy+Sx5btJE8MqwfpU2eSweZT0kwgmcsijbex9YaAZzRDbVO3nJQ8osY+LTZXlc/H1S1HtydmJsloPLlpW23OJMswaqfQeJ27AFnUUMZYWkT1Bznv2kx7icyHy+bCZB/ZtWRGSz6GQNqsZjBVgDJrpy2b4VO7UQubp8k+iqH2lZnzdPa6MpNtPGfSSoNUYcFkPcllgY7qYDKWzDkXKVXcQdgAecFLdSZZMDk45O55sXqRvFYkfzEwkx3qyuo+dejodG+zc5wu0AR4wEgOAznSsWCBpmyEoi1mr1vOJ1gMJVdtF8T+CJH/hTAlYfi40jY60ASkoIfUVgvkysrWy8xXtIEdD0L1x9iMYFKLXnrNd4i5EyvLOgLZQAEjk4rn/aV3r8fHGCtIwCgERKyepjbQZLLSUGglqT5SVhqkElgNyqyjb1gsWDA5loLJsXMkhmEYhmEYhmEYRsOwzGQ96cwB42rUlMzWtkYGgGJlk7NtkJT/kDKTfQX3CBPLPg4Num+JSYPuLCqzjQaA3snuFGMx4x5NZSYGzEiHZR/HCe4Q40nJzC6ScRhPspYs25lJ8P1JetSobCV4iQ/dOpthThRqkJqVFfGRQmtp9L0VKoOozY741KPlWUtWI67+65SWZYQqdxQCXudXWpqcnyQp/UAWY2qUUFnLZsAyl2pjLA8DHm2GMUTWUspoMmktNdIhD5jPp0Jba5MdZ8ZRTzJetMzkWMpMWjBZT7KdQLY6aIoSROJZGnK29RfdX6Ne4TlkMtchUkuyMuhejgWMkrSC1UwqkbZM0n0gLNDUznsE9AFjFwsmSWdPCiYzpNPKAk3qIEu3yGF761MTUrUvLTbP0Gd/2JzJULJBLUw2mIgxp84Qe6PHR4andVelQSGtW+huYy7TQJigUCt1bkXY/rK4hjl4a+eFlgW38UYTapCHzeFkz1aF1NAGeF9EKwLWBn3xik/VRx3agHB72l1o6lPGiq11n48KqzNZxdg5EsMwDMMwDMMwDKNhWGaynmS7gFx1ZjJf6XcuMlhypxh7CzUks3+DObICXOY6SKSsaVIvKFVwt5WFoXE24hUxyQYdxdcZ3jATHYBnHycSCey4lHukLUf2VcpMptg5YJlJulY30lgqyzAy8x7tSH2rZR9DZQmZzJXSYhJYrTOmTx1FraNk2UNOR6V45HlnsHPAXrGSjNNnWQ0+A+78HcLcq/Xb1KKtT+n1TguQuQxRwxXQP9NUMdCEbE4IF1gJ1mfSZhC1BjsAl7IyAx7nNts5lWUy1yosmKwjsdxExHIdVb8Xyu5gsrfgjnq2EJnrqyRYBIABUuKDzYtM590BY4K8MHwcxBjsY8RkX+xDnhU+cEwGmyMyNCZl7SDLpYWPdYgi3n6Ordo2VuJD1xaqA6nt7PmURGD3rDbQbMac0rGCFGjGWWcvQEkEWqJC6JOwe4tJNVtNrqou2SMcBy3ZQ96/FSLp1moqfZ7ZBJmLScuG0HmP/EDYevNKd1mf50eSwbYSoeY+arYH6OW8iZL7AzXgMKEoJto4/LBgsoqxcySGYRiGYRiGYRhGw2jjoYHWI0pnEaVryFzz653L9JHsY0/tWq9blyNtADDQ7760LGu5Q97t2Joko0/MRAfQTwrXuhuykXrqsie0swwja8sRKSsz2PGhyOR9HkY5LKvJtkkS2+p9lQhRHJ2vUz8qPkjUayx7zbKoUsaKESILxOWxHu6p7BkiZmQ+Bjw8e6JerQop88ayj1wCq61Vq1rsb8vqZPQsgxhKwUBNzrR1Yz3MlNg7NhV3Nw6VdQ7DW9vrX9uSytYFxcBQ0t33YTJPrayU9W1iFekF3Fi1F8su+izL9rWQqX09irE2Dj8sM1nF2DkSwzAMwzAMwzAMo2G08dBA65GvDCBfY6Cpn9TTYSY7PDPJR636SS3JFDXZcadH2JzJQcHVhpUGiZO7kFrlkzbtSPzWdp3hjbYtLsyJZAOUbKCRD2yyOYp0d1BiGRn1vEj39poxZ1KbfWSZAWm9POPgbmT3c4GcWB/jFe159yknwVUK2uVazN2J4FPXkd0jOZbxVW5Tuj/Y885Mdhih3gX8vNe/fqekbtDOrSb+cMIxcsOfEM8Qy/qz+Z2AXkHF+jcl8gBpM3YAkCzqso9S/Uo3Qj1aNmeStDEDRlcd8WKs/hnthmGlQaqwYLKODJW3IF1DLtLLjHTIBPWevPtFs6WX2IqCS1kzJJh0FZgFuESk6JAybCOfc7dnO8j+EOc6rQGP1IlmwR2V6ZF1auu1bV1Wtz8sCGPrjDNTCYEw5jy6dQIetd6U25Q6tKy0lraEM+uPpMgN0mrul9Igj3ZgKZTkNERwm1K6ubLBM4DLVel6lc68fsGku40N1vjsDyOECRFfJ99Zdizs3R2i1uhW2LNHalNTmbh7OSmYZPUrh0g/pagM0Fi/iBnTSMuygFHtLiu8C9k2WVvJETAC7kRCpdzGgVQsVieZa/uYRUm08dU0DMMwDMMwDMMwmkXbZSavueYaXHrppeju7sYBBxyAb3zjGzjooIOcf3/nnXfi3HPPxTPPPIM5c+bgkksuwfvf//7h9iiKcP755+Pb3/42enp6cMghh+Daa6/FnDlzRr1v+VI/hmqMRPXk3VlEJmV9lbQxgx0AGOp3jxRN7R90trGsJcsusjapfWLabfqTzriH0phRjs/c9UaXU5CkUtr9YdJaOvqvlJlJ6w1Rg9InA8KzI8RQgBkJCSXgWGYlhOENvc4epi3abI22Lh8AZNJsWN393oon3AdSIvUgJXMeWgOXqSaI2kJbD1KW7rvb2HuUbVMrvwf4faktg8Mzdrp1SjSjdAqbUKJVsSQ8MiT0/UzudS5ldbel0/wlW8npjmWIdIepAQ+ZGpQUbjxqPqis61gh7yVJHhsRkyYtLoMiqUxJS2MGPFW0VTB5++23Y+nSpVi5ciXmz5+PFStWYNGiRXjiiScwbdq0qr//9a9/jeOPPx7Lly/HBz7wAdx6661YvHgxHnnkEey3334AgK997Wv4+te/jptvvhm77rorzj33XCxatAj/8z//g2zWPZ+xFj35GEo1pKk9RMrK6kX2D7qX6xNkrtl+t2gu2++OUplEYnCce5vSnMl0jgSFOXdHkHW8tHNZmvEOY9JZqaMTUwoIEjH3OWedB2lrXAasO7naeZE+dR21cjoqVRW+xayj3Ohg0sfpldXQo89XoGkycXKvs8COSeJ8gknmLpshASwL7LKs/q3gCK0NGEPJXLXT7LTb9DCxVAeizfjOaKdT8AFNyd1b11Yh33b6XJaFYDJAjdcCcawtsKkERH4PcBksDxjd22TLSW6urEYnk+QyXH1KKsdtdSyYrGLUR3LiiSfi5z//eYh9Ebniiitwyimn4OSTT8Y+++yDlStXoqOjAzfccEPNv7/qqqtwxBFH4Itf/CL23ntvXHzxxXjb296Gq6++GsDWrOSKFStwzjnn4EMf+hD2339/fOc738FLL72Eu+66q4FHZhiGYRiGYRiG0V6MOjO5efNmLFy4ELvssgtOPvlknHjiidhpp51C7NsICoUCHn74YSxbtmz4t3g8joULF2Lt2rU1l1m7di2WLl064rdFixYNB4pPP/00uru7sXDhwuH2CRMmYP78+Vi7di2OO+64Ue3jpkIS+Xz1Kd1EjHR63ApPbOlzZ/skA55Jvf3Ots5ed2ZycJx7myz7WBBkruNy7kwpNdlhjq1KSZiP4Q3PyrXxSNtrCCW71eJjeMPldMRQSpl9ZLUipWW1o+baeqtS5oRmNdn+KLMjolSTZe3IeaeyZPJ+CWXaQiWn5DXKXKalc6fPWOmWE9+x2sykx7tAizbDGMoJl0GzzOQ5GKLvLckQSKcqYYY3TJEkvSdLJNunNwQiklySkym3mC2JlJksJd0v2UrCrSBjDrqu7GuF1DZteSwzWcWoj+Suu+7Ciy++iNNOOw233347Zs+ejfe97334j//4DxRJCQxfNm7ciHK5jOnTp4/4ffr06eju7q65THd3N/37bf9/NOsEgHw+j97e3hH/DMMwDMMwDMMw3kio5kxOnToVS5cuxdKlS/HII4/gxhtvxMc//nGMGzcOH/vYx/CZz3xGZWDTLixfvhwXXnhh1e/rB5LoSFSP2a8fcq9rY787nt/ck3G2pfrco0QA0NFHUp6EfM6dc2AmOvEcXy8baUymlEYWAeb6AI3PvDUDXttSfwK0506bfZTmQukNeNxtLNOVJ3NOAL85ei5Y9j5BTWs42uyatm6hDyzjyzLQ7B7QGsFIaM9rq/lVSPVx+bKsTVfHlc/a16PPzjZeqcJqAId69lhdUG1N3iL57rMsGMD7GuUymWtIywsps5akrmUzKAkfzAQpu1JMu7OWHX1utZur3Fy8EC75FJwYfLpJI9czRvAy4Hn55ZexatUqrFq1ColEAu9///vxhz/8Afvssw++9rWv4fOf/3y99hNTpkxBIpHAunXrRvy+bt06zJgxo+YyM2bMoH+/7f+vW7cOO+6444i/mTt3rnNfli1bNkI+29vbi1mzZuG5fiBb4+Z4bov7jtm00W3y0/OKu22HTVucbUDjpaxZ8gIH+IuavfyZcYTWbVKShPmY5TSaSCoc5YAZ3rQToQx41KYSpLMC8Bpp0rIumMzVRzLHni8WMHZQoxh3m/Rs6YN/dyPt0AqPllZCzRg7Unnezt6x7Do3w5VV+z0IdS1ZgMak0PFAdf20Rma8biqpaSiY2sSJWU6CDXSxNlpTVtcGcCOdGHN6Ze6ypM1V83F72gukRmeKONq6KgTEizwh0spEUYTIw/X+tesZK4z67VIsFvG9730PH/jAB7DLLrvgzjvvxJlnnomXXnoJN998M+677z7ccccduOiii+q6o+l0GvPmzcPq1auHf6tUKli9ejUWLFhQc5kFCxaM+HsAWLVq1fDf77rrrpgxY8aIv+nt7cUDDzzgXCcAZDIZdHV1jfhnGIZhGIZhGIbxRmLUmckdd9wRlUoFxx9/PB588MGaGbz3vOc9mDhxYh12byRLly7FiSeeiAMPPBAHHXQQVqxYgf7+fpx88skAgBNOOAE77bQTli9fDgD43Oc+h0MPPRSXX345jjzySNx222146KGHcN111wEAYrEYzjzzTHzlK1/BnDlzhkuDzJw5E4sXLx71/v25J450DRnbpg3uDOOGdR3Oto6NbqnquB6inQWv4TPY6Tbv0UpZWXkPAMh1kPIfpG4Uk7JmyUgiG/WU5EfakiOhRs212Uc2gh1iOUAvK2X4lAZhGSKtfNanzACDyaXYCDdbTivRA/jzxbKPk4g3WI4aaulPbJGcgzzJyDDjEW5KAvTTV577WPg9yS6KPgMdomyGNpu3tV23bKhaZtr3OjdkY8u52+TrwTLt7P5h3xGimBD2hyj36TOdJieBfb/zwnsiVBaxlaAZTXLjieZF5MTHKu6Mb77kfjLHOVwmY1JR5hYmQkXdL3v9esYKo343X3nllTjmmGNoDcaJEyfi6aef9tqxWhx77LHYsGEDzjvvPHR3d2Pu3Lm45557hg10nnvuOcTj//swHHzwwbj11ltxzjnn4Mtf/jLmzJmDu+66a7jGJACcffbZ6O/vx6c+9Sn09PTgne98J+65555R15gEgKefnIhkrjo4ZM6rLGCctN7tyMo06gDQM8UdpA6Md+/PEJG5dnW6t5kTgslsjsggyLwubX00Pp/Sp6PD2hofaIYI0KTXW4hgSivH9NmXShPe49pC93Q5EqCx+445hwL82esiE9S6yOBQJznGjNbiE3yu2JYieS7ZHFZhUIV1oiWJrHubrJXN/RTkdA3uJ/s5Ztd5Z+A3gMgdiHXO3z6w+1I/Z50NzAr1VrVuwMr5wUyOunW99T/vb4QgFOAyV1YXkrnAFjO120rsBmhxor/9Xz3WM1YYdTD58Y9/PMR+bDdLlizBkiVLaratWbOm6rdjjjkGxxxzjHN9sVgMF110Ud1luYZhGIZhGIZhGGOZUKqRNySxp8qI1TCT2SHvNsthrqsueQAA9E7mmdMtE91OsANdJFPa5c4wdnS63bc6OqXMpLtda7LDpay6tq3tjR9tDgGXarIsBz9BrJ3L6bSyW9ViwWD3D8suem2TjMZnku42lkHsJMttbXe3jSPHybKPLGuZS/Bzx7IVA8TYiMFkgQOCMy9DKyvV3uuS8yx7V/rIyLWEkI5qtwfoM4x8OXG3VITIehdpDVN+IEwFxKeM0NW+4YnYCSIXM2LXS3igWeaSTZ1i23Q52paiNs5MRhVEUR1krnVYR6tgwWQdmfHMZqRT1VJQVijWJQEAuFSVBYsAsGWCuz093n0Ds4CRzXuU5kyyDi8LJrXzIn1krrSDQJbTzrX0gc2x4gGje52SJI59j5jcsBmdVgZT2cTJO552goTvYyqj+3gwF1T2/IxPu0/sRDK3UWpnwSRtI5JcNp/ShxJ5DljAmA4kwwrxHMQlSS55qFkgqg1CfToWIUpx+Ext0Aaa/FuhK6chrpjArleo71OruZ83GkmSW6mQi0meWUmu6oLNpwR4X5XJXBllx0uk3M7BpMlcq2jfq2kYhmEYhmEYhmE0DctM1pHn3zwZyUx1NjHX7872MekAKxLLpKoAzz6O63Ib6YwnbUzKmstyZy6aWSF3odZkJ+lhjNCM2mEMbRaR1v+ixaQFxzelG6U2U8rwMfpIkOLo7N5iSMfB9pc6F5NnhMlVWXZxAslaAnojHSZXzZC2mMfYJnvekzRjpVsnAMTJ/cOgzyV5jSpLVwLg2b6s2tVYbwikJYR7KsCzj/z+0R0nzWhKqySZZHaPsPedNuO7lfq/1xlSPV7JsbTe0OyjUEqRunSzOpNspR4nnWUm6SbJw+cy5ykRd9hWZ2udyXrIXC0zaRiGYRiGYRiGYbyBscxkHemYU0ayRgmMnk3uuY8l4i/PRq2yZP4iwOc+dpI2VsJDa6IjtbN5kXw5dxsbMWbZCCBMzTGGPEdRl+1jGUTWJmUmWTtfr3udIergATxbId0HLnym0tEMEXkOmBkOyz6OTxFzHpJ5lNo7yfxGln1k+NTc0po7+cyzY3XyWJZ5iOyq+83MnxEpm8XeIQXygDE/KdompAJZ5lI7F5NnLfkJ0mYfQ5gFSfvK3ofabHkzaLU59Axt+Q+fsiHa+ZQMad5jjM2Z1M7htDmTdD1jBQsm68huu/UiXUMK+vLL7i5Cfz+xWySw2nKAZJbj7iTSIJRK7ejuUJmePmB0t7GadT5mDM2g0VJWFhBKy7K2EJ0HscNGnQbdG9XKXCXYPat9vrpInVZmhiMFk1q5qlb6JxZHV9532hBVlkbqltU6XFLHVqH+N1vvEFmWLceeEWlAigU97Nzxe0TvrMoHEBvr5io9B6QUIIokSG+GSzkdJNQOLgaSsYYIGH2CSfX+KANCCa3s1nWZtSZCrUCEitfg52vXM1Zo36EBwzAMwzAMwzAMo2lYZrKO7D0xQm5c9chPIjboXGZTrzuDWMi703LSqFW6Rr3LbTC5KsuA0AyilJkkmUJexsPdps2OSKOwTPKkHcEV7d4JjZaySlmFPDFAYFJWrcyVIWUmfUw5NEj7w+71DlrXUWeGwzKTUl3HENlHLtnmy7L7Ml92n1j2HGjlsYA+a8fOXYHclEKVAQoz9mHGLKykyCBZp1zLV5eZ1N53EtpMsnZf+b3OTx7dH7qkDukZ0SpOtFMbpMwkaw+R1aSZSbE0SPtm597IWJ3JaiyYrCO7d5XROb46UBsqu09zIuaWlfYVBCswQirAPEQWMEofefU2lfMimRNjqA6JFp+6jiGkrCxYlJZt9LxIqdOqLajNBjHYcpIDKLv3mDSb1WBkAWOGFMxshtybFk73cBFmtSSpBDbQXF2tay+ZQq+WBUow+WycvAt85guyAJYty65lhgY9HnJDpcyVuRPzAJV3MNl9qXUb9xlU0d57oeZMsudECwsKQwWEbL3xQHPttBJZNtdyLGJzJqsxmathGIZhGIZhGIYxaiwzWUd2GVfA+PHVqbRNQ+7TzKRCbNSTZYAAfdaFG+Xosp1SO2tjUjuWBfKRN4aoJamt1wY0XsoqZYhYJoO1aUebtVkeQLjXlfedNiMu7Q/bJstaMlm2tD9atHJVrWQbAPLE3TDEvR5KAsugbtEal4vtgGVyigGMe6R25gSbCZTNCpF9jMd0dfTkWrVKY5ZAikpuEKd8TzRYqipuk2TotctJy7YaLPuYlDqkNYgUy7QKJnOtxoLJOjIxk0NXproMyFQyR/HVgvsSsM7MkFgM192mnc+jDQildq3zqrbguPQx1rvw6RaUgjf2QWZt2kBT6tRr3WW1Shit+yXA7zsmHdUGdpJ0VBuIsjgixOAHIN8HLvg9QO5J4fnhcyZ197P2Xt6edhd8fh4bINNPltNK/7gUUTfXEuCDTnzedZjgn8HLQblfMDFlmY6YOGfSfYIaLU33WZa+J9jzzLTgQnuRtGkD2HYKCCU3V1Y6hAWMiZJ7ZMm5TY9pXM3GZK7VmMzVMAzDMAzDMAzDGDWWmawjnclJ6ExWZyYnZ192LjNp0H0JBkosu6YfDUsrs300yyNkJrXZUK2RDq0b5t4VL7SZCmnkl5mLhMg+SsfBsgrakWitLJDdr1vbmeGN+0A6krrlRJlrgyVqLFsTyjOBmux4yFy1rqy89mnjswraTDtra0aRd3adaU1MAMQzimYmQ93P7NxqpaxShpEsSGHfNvU30UPdwO497ZSIUom4M5cEBQPJPtL1KrOWrQaTo0pGOYmSLvuYyrvbko51xovtnJlsbp3Ja665Bpdeeim6u7txwAEH4Bvf+AYOOugg59/feeedOPfcc/HMM89gzpw5uOSSS/D+978fAFAsFnHOOefg7rvvxl//+ldMmDABCxcuxL/+679i5syZ271Plpk0DMMwDMMwDMNoYW6//XYsXboU559/Ph555BEccMABWLRoEdavX1/z73/961/j+OOPxyc+8Qn89re/xeLFi7F48WL88Y9/BAAMDAzgkUcewbnnnotHHnkE3//+9/HEE0/gqKOOGtV+xaIoGjui3SbR29uLCRMmYPOr/4murs6q9mf6/+Jc9o+bcs62lwbcsf6Ax6AOy+awNpZ9lDJE2kxPjizH5rzRbKcwCutTo9KFNnMCAAXSPkBGWvvJSOuWovtiSvcWM43SzqlnmQGWEWd1UQGPGozK+ZRS5rGV5jR51T5lbcrskVzflBnw6JbTZvalbfaTZ4gZ17B1DirruwJhMpf8mdWXiupKudsmpN3rnURqK0/O8pfaxDSpy5xwv2SS8bSzTW/AQ24QAKVKwdk2UHIfZw/xZ+ghNa03EPUUAKwfYm3um2SDu/w2Nm92n9eBfr4/g2R/We1u9ZxJpTmP1M4ypXGSQUwPuu+BXL+7FB0A5La427P97vsuQ7bpmjNZKA7itrtPxebNm9HV1UX3q1XY1td/fsON6OqqViGOfn0DmDX15FGdg/nz5+Ptb387rr76agBApVLBrFmzcPrpp+NLX/pS1d8fe+yx6O/vx49//OPh397xjndg7ty5WLlyZc1t/OY3v8FBBx2EZ599Fm9605u2a79M5lpPhvqAGh+lXNL9UmCd1lyCyC4C1UDTBozMlATg8r8gUlZqZKE/eVqTB+pcJyyrNdnROulJHc9WKinl48yrvUfYuIlPsMj2R3vf0XtAWDZEUOgzqBIiYAwlD2Wyfm19PTY9QdRGBqpR2Wi0Lt2SBIu/J9wfRdoGXTApXUq2zUzCHQywQVRuMsT3h6GtjcqCLCZjBXgQxmSuPkFhCOJNqIdNHVtJAMsY7Kw9OlQs8sC2lam3zLW3t3fE75lMBplMpurvC4UCHn74YSxbtmz4t3g8joULF2Lt2rU1t7F27VosXbp0xG+LFi3CXXfd5dyvzZs3IxaLYeLEidt5JCZzNQzDMAzDMAzDaDizZs3ChAkThv8tX7685t9t3LgR5XIZ06dPH/H79OnT0d3dXXOZ7u7uUf390NAQ/vmf/xnHH3/8qDLGlpmsI9HQFkQ1MpPJDrdkg0nmmBRIMjhgcDMcbZteOsrWy7I1PiPRDJZ1YdvU19vSG49oS3GEykZo16s14PGBnXee0WMZRL5Nfv9oM8m67KNkeKPNMLJ7wE9WWn9DKR9DF2qIQ9rY+1cvWeYLVjwM21z4PLM+5X5c+KhR2HPJjHRY9lErc5WqBSRi7m5bmWYtddNCpG87K1lDa6MGQitJZVnLsQIr/QEASaXJjiv7CABDnbX7v0UrDTK8jueff35E4FYrK9kIisUiPvrRjyKKIlx77bWjWtaCyXpSHgJqOI0l4uOdiyRieWebT7F2Bq9z5m7jcwmlbWprSYZxoNMSolMv15lk+1P/umuh6utp18napLli7NwmycVMkeV86v2FUC5pA8ZmBG9aWba0LA983esM4TAM+L2fNchBKHmPBnC0lc5dMwaPtMRiuoupdXOVgtAK3J165jybiBHHTY/vbIp8/EMMGvjMQ9QGmqGIC9OD6r49yc2VfFDLZLpWPucOJvu7ageTpXwbB5NRBVFUB5nr39bR1dW1XVnAKVOmIJFIYN26dSN+X7duHWbMmFFzmRkzZmzX328LJJ999lncf//9o57HOvaHYgzDMAzDMAzDMNqUdDqNefPmYfXq1cO/VSoVrF69GgsWLKi5zIIFC0b8PQCsWrVqxN9vCySffPJJ3Hfffdhhhx1GvW+WmawnpQJQqh5VZFIY/YigfhRNbWLgISPSSllbjRCSQimroJc/1r9NIoQ5D8s+MmdMAEiQrALP0LOr6V6nJDdstFNwKHk1ywSGqm+qXTaUpFv7HmXLsaQLe4dKx8j2pxjgoZXcvUOgfQ62LutuoxkIslomg1PXoBSIMclpg2vcAh59DfaebIIxjdaAR9pXrelPnCkNPF54LHNZIg91MePu4w45JLClZPuGHxH48z2a9YyWpUuX4sQTT8SBBx6Igw46CCtWrEB/fz9OPvlkAMAJJ5yAnXbaaXje5ec+9zkceuihuPzyy3HkkUfitttuw0MPPYTrrrsOwNZA8uijj8YjjzyCH//4xyiXy8PzKSdPnox02j1N77W079U0DMMwDMMwDMN4A3Dsscdiw4YNOO+889Dd3Y25c+finnvuGTbZee655xB/zWTlgw8+GLfeeivOOeccfPnLX8acOXNw1113Yb/99gMAvPjii/jhD38IAJg7d+6Ibf3sZz/Du9/97u3aLwsm60m5DJSrdeBstNCnTEUr4VcSQdmm3F6o+nra+WDS3LUQxj4+yYgQGU+arfHYVz4yrruDyiRTQQZoAUjmTrr3hLZ0jM9cXW32UTu3EdCbjoUqZaO9Z0MY90iw7D7dH6XBlw/a+44dI6vVK603FSc19CJdeQPWJ5BKf7NMqbZsOHu/SH0UbfYxFM3IXLoIVVIkpsw+stIfgJCZJHMmWWYyn6sdZpSJkVTLU6c5k1CuY8mSJViyZEnNtjVr1lT9dswxx+CYY46p+fezZ89WvzdeSxtfzRYkqqhvjtHiI91i71pSL9qLdpKyhggYuczVx1XTvZy2syfLbt1t6o4g2R7vkIS6r7Q9d/3zr5U/ap1VmyGvZh1+n/qmjTaFktAaj2hNSaTltN4i7Bz4BApsvWzQgMnaB4kbZ0eSX0y2LKvdGI/cnWhm3BPzGNDUyuu0hmwS/H5272ua3EDMmCYhmNa0mkRWjfIDzgJCyYCHEZHrxcx50rnaD3SJTiVpbert5joWMAMewzAMwzAMwzAMY9RYZrKexOJb/70OlkIOUctte9pd8NIgbGQzzAhLiIymNB6mNXLIs8n0VObK9yfEPeJjWMKXrf/+8KyLNNquK2fD29g2pfE5VutNtz90ax7vEJ71rv89KQ2aa99pocx52LJUkhpgCNenFIf0/qn3cgBXImjfBdmy+8QOlPjO5ljZg7J7WVZuoxK529Q1KCHIXD2UES7ksl/uNm0WPpl0HwdrA3hWU9sWSq7KXnraDKNP9pGZ91TIBWMS2Gyutky8RErctDoRKnV51kI8r83Cgsl6kkwByWrnozKZV8ECBSbpkT7k2k4b73S4GzMekrlwUsXa+MhKmVw11Fwx1s7W2wyHS60UsULuZ5/XLZ3PQ54v3glicxul/dE9B3w5HdJzoB0YCDWXjqG9132ks6H6lxqk+aRaebF2HqJ0D2il62x/WBt7N29dVvvu1gWTPjBpXD3mPtUT7XzKZIoEkyl+jNpAtFQkzt9EHhss0CSwgJHNi5ScXtmyFXLBWKCZTDmeA2GAp5WJoqguz1qrPa8+mMzVMAzDMAzDMAzDGDWWmawn6XFAJlf1cykqOBcZrFGXchssM9nvNpgT0Y4WMhme5AyZa3T2kbV5ZAKZlJW1ac15ti7rbmtGFqiVkLJH7L5k5hDaDAi7BwBJIssWDCD39ngOmoE2+6jNyomyW6ULqlbG6bOv7FvCspqhlA9a+aP+OvPnTqs4KTMpK2nzqTPJpHGsrRyx+rj6/QlhGuVjopMiWc1C3r0sy4YyWEZTylqyDGOC3NCsja6z1Hhpqet6tZUZ0uswmWs1FkzWkVjHRMQ6Oqp+Hyy97FxmS9Htn9pHJpb0l/Qvfz43i7mvuZfrSOrLW7QaWsmTXiqlP3ch5Ko+86/Uxdr5Jt3LSXJvsk0m00uRk876HNL8omQASRTbprasTChClYBRy6s9ni0WhGnnKOqvpbsN0EtS2TFKzx6FfEu4vNq9s+wc+AzY8f0h8j7yVqt4zBfj0lr3ctxRnG2P708IfwZtoCm1s4CRBX4V8iEJNdeSBYVJIhFNKgNNqb0Sdz+0zOl1LGIy12pM5moYhmEYhmEYhmGMGstM1pFyJoNyJlv1+8Yt7tO8Ke8e0Xm14G4b0NVKBgBkqZGce5tpMuInyftaSaopZWS48yqTuZKivh6j+NqRX+159XHvY/cIdfkkw1o+GRAqKVRK5rQF4AE5Q6Ih1KCwti4d259Qxk9aeL1DybRFt02tLNAHbYYx2PVi+8PeBcGMw0hWiizHnucUc/jygGUmuSy5/qqarftDm8n+6JZjmUBAL5GlbcwF1uOmjJGTwMxwEiQzmcq77w/WBnCTHQbb17GIyVyrscykYRiGYRiGYRiGMWosM1lH+oqvIFYcrPq9e8A9L3L9kHsk6JUh97bywpxJNsom2ci7yJGMprTOEBkZLdIgmtZi3qeUSztB571RAyc234lNkiHbC5S15Bkrd5s0sJsg90hWacrBzmsoeHZNV+JEEDeo0c41FOu/Kk1tGKGylq2mbtCa7GgJVVNVq7iJeRjSaUtFlZQmcJJCgd3rrK0ZpavaCTb3kbWlCm53RrYcAJSJoYZ2XqTLoIgZF7U6lag+KomxlNC1YLKOrOsfQH8NOcTTfdUOr9t4fot7fZs3V9es3EapxB9EWk/JUUQWABIx93JZEsCOF97+WhlNhn3IiFmQtqg6wD+sTM7L3tMs0JTQyhhDdUxpR1BpqsBMoagSJND3iEvCWLDE16s1L2Lyc/32BLmY8vkKBTW1Ua6TXmfhmdU6pGrdXNsJZtYG8HPgHnptDnoZJzFtId9ZebBTFxTyb5de5qo1L6IBvNIMp+XwMLzhrqw6p1e2HAAUMu6nj9WSZPUrXX3VkoeJZLMpR7G6GNg1wwQvFO07NGAYhmEYhmEYhmE0DctM1pE/b86io1JtwPPnze7Rh3Xd7qxlf79+jDaTIfbhZNQvnnDXxMySSejSrjJzmhLRKrJRUZbN8rHRZ6NFLOOgzVRII9Hc8IYvOxYIJYnTmvP4yLN8zHtc8NqVZOTbY1CUZzVJVkGZuQb02UdGqNIg7F3gUy6g0bDpEj5Z1LFSSYArYFgdW/0JoFnEACY7kqpGO72DfhNJ9lF6fmhWM8Cz57NOmmFUZh9Z2ZBykncYtFJWts2BwUzN30tD7Rt+mMy1mra5mps2bcLpp5+OH/3oR4jH4/jIRz6Cq666CuPGjXP+/fnnn4+f/vSneO655zB16lQsXrwYF198MSZMmDD8d7EaHbH/+3//L4477rhR7+MjG2PIDFU/rM881+lcZsO66rqU2yjk3ZMUpQK7WSJlLbOaSaTz0J9yB5pS3cuBknu948j+ZEiPhRWdZwGhNH9TW49L27mU0HbaWKDpF0i427TzKdm19JFUaudUuu90gAVL7Di2tpNtKgNNdk+Gus4cXQDL5lNubdftjXb+qzhnks2tJvOB2BSFZgSaWodL/g3izwF7N7XTfDntXEt2fnymYYRo83kOhtzdEP78kGdEkkdqg0mttJa1saAP4PJQOmey5O5QsG2yOZGAXsrKAt9KtY0IACAiniCtTiWK1WWqRzOmi4SibYLJf/qnf8LLL7+MVatWoVgs4uSTT8anPvUp3HrrrTX//qWXXsJLL72Eyy67DPvssw+effZZfPrTn8ZLL72E//iP/xjxtzfeeCOOOOKI4f+eOHFiyEMxDMMwDMMwDMNoe9oimHzsscdwzz334De/+Q0OPPBAAMA3vvENvP/978dll12GmTNnVi2z33774Xvf+97wf+++++74l3/5F3zsYx9DqVRCMvm/hz5x4kTMmDHDez9//9R4pHLVmcZX/1o7zQ8AHX15Z5tbAAvkc/zSbenUSWRTZLR5C8l2DmX4CNwgyczx+owsy6Ez2ZFlru42rVzVR9bETW1Ydta9nDa7KK1Xa84TCnWWgxmoeMhuW8l4RHbc1J48lrl1LxUqKUcdNz1qLLJ2mllRZy35/miJMwUDyUymK+SlTqZZAECBrDfbjLqXBK1JBt9X/fcphJSVmfNIqhpWj5XW6yXbZM+IZMBTVC7Ls6E6NUFK0DEyeSir3ciyhMy4x6fyKdsfVr8yPVi731jKk7R1i1OJ6vMuMplrg1m7di0mTpw4HEgCwMKFCxGPx/HAAw/gH/7hH7ZrPZs3b0ZXV9eIQBIAPvvZz+KTn/wkdtttN3z605/GySefXFP+KlH6HYAaceOsdZucy7CXSTHtlrn2d7kDVIC/bAaSbpdYJo8dGnTfLgMdXBjIPkjsQ8batMGkj8xVG2j6zLPTSsJYxQifwCWE4yRb55AyGAD01v2sv8I631LHk82jCkEod1AeiBIJXwDHWgl2TXyeS61kjnVMC3ldp5VNXZBIsILs5CXiI8lNJcg0DLV7qnJnvLZJvk90ncT9UpoTGCCY1Jb3APReAdpBlTyZ/iMtqx3kYUFoXDnvERACRtLGlmOwfiEgy3I15Pprz3Zv72DSZK6vpy2Cye7ubkybNm3Eb8lkEpMnT0Z3d/d2rWPjxo24+OKL8alPfWrE7xdddBHe+973oqOjAz/96U/xmc98Blu2bMEZZ5zhXFc+n0c+/78Zxd7e3lEcjWEYhmEYhmEYRvvT1GDyS1/6Ei655BL6N4899pj3dnp7e3HkkUdin332wQUXXDCi7dxzzx3+329961vR39+PSy+9lAaTy5cvx4UXXlj1+/hXB5FKV480DJAsIhsJ6iQS2K5NjlnNf4O5chUz7pG9oXHuW6JQcI/cMRkrwA16hshomTYzyZCyR+pslra4tZRdU8oqW61eW4g6gdKoORto1cp1E+ReD+WuyzKBSWaSQt04pTqT4m6NmlAuntpnVrtOQG/KwZ53JtHTZlV84CY77sxCPM6zR2kig2VTG5ikskyy/l4mXuzeUi7HZa6CjLPBJjuiAQ95H9KsJckwsgy9VGObZjyVbRWSREuREyRlApnJjrSsiwp5yUqZUrdmDSgpZbflwdrnNV5o58ykubm+nqYGk2eddRZOOukk+je77bYbZsyYgfXr14/4vVQqYdOmTeJcx76+PhxxxBEYP348fvCDHyCV4l3s+fPn4+KLL0Y+n0cmUzsIXLZsGZYuXTr83729vZg1axZdr2EYhmEYhmEYxliiqcHk1KlTMXXqVPHvFixYgJ6eHjz88MOYN28eAOD+++9HpVLB/Pnzncv19vZi0aJFyGQy+OEPf4hstroG5Ot59NFHMWnSJGcgCQCZTKZm+6a3j0cyV10GhM01jPW6R4ombnQvN2l9v7MN4MY+g8ScZ2jQPTY1OODen7xg181Gm1lWcxyd3K4bbZbmpPjMo3IRyjyjGWjn4bHso/acSyN7WsMklg1m7urS/aE1PmIZT5pFJdlHKUvIa0ky9GUGGCGey2YYumhr6LFMjpStkUxLXLA5/Qw21xIQslIpd8aCl+LQtW1t182/p0ZvdIski0qX09dG1c+Z5PcOyz5q50XSDL2Qhdc+Jyz7yBRkLNsnPT8h5kXS8h/CC1hb95Kp3bCltp9GssB9NlqZchRTG3O9fj1jhbaYM7n33nvjiCOOwCmnnIKVK1eiWCxiyZIlOO6444adXF988UUcdthh+M53voODDjoIvb29OPzwwzEwMIDvfve76O3tHZ7bOHXqVCQSCfzoRz/CunXr8I53vAPZbBarVq3CV7/6VXzhC19Q7efb9n8Vmc7qIK67xx28rXvZXWdyU9zdxtyzAC6DdU2IBoABEkwWCkyWwmVNQ8TYh73fmMw1EXO/NFlHWJSvNbiDKQYgY0gKoYEF4j4yV+rCR0xJQt0fLGDUSllZwCgFi9SZN4CsVFpOLz/XLScGICHq2WlNfYQOtlYGKwWpLqRgMk3cv4sd7m+F1ihGdEhVmq7R+4eWmdQFqFK7tkayj8xV72pcf2dVcdm8riYkCwqZVNXHgIfBpjGVkiRgFkYQWXDLpKysP+o6r/FiG8tcIQ/6bO96xgptEUwCwC233IIlS5bgsMMOQzwex0c+8hF8/etfH24vFot44oknMDAwAAB45JFH8MADDwAA9thjjxHrevrppzF79mykUilcc801+PznP48oirDHHnvgiiuuwCmnnNK4AzMMwzAMwzAMw2hD2iaYnDx5Mm699VZn++zZsxG9ZgL+u9/97hH/XYsjjjgCRxxxRN328e9mVNAxvnqE5o85klVIuscmCvkJzrYtfbw0yLjNQ842V90fgI8wsdFtKTNZJBoSJpNhbQliwMPLhrjXCYSTXIaAyyQav0PacxeqfAM1VaCpA/dzWSZZSwmW7dNKYFMkC8TamgHLqoQyU2qGlJXRjMwkCkROR05QiUjmhkj3gX3XAG6wkidGb0PEEKhC3EOk7BrPUOvMctijx3ZHqkkcovwHlccK5nrs3GplrlqjHKk9QQ6GZR+1MlfJRIdlAhkVPrfB2STVmdSa/tBz4DjGSqBSUI2ggjqVBmnjc/B62iaYbAfeNrWE8V21gib3ae4vuR/v3iluqeoLG8bRfWHzIjODbpkrCyYLefdxlIQ5k2xe5BCRsvaXdC83Nm0g2Dy7NurQ+qCeN6oMxH0kWNrOOSPUtWT9Ay5l1c+LZOhdUHWdXZ9BHjavi8mkm/HMShJQF9q5lgCQIp1oKm0jbUUQV/Ak71qwesZsOkUxRwZfPWSufF4kW07XxvdF385rULqX0w7USO3a2qjaOq0Ar/uoDRjZcuwZkWSu2uCtlOSD92q0EQHPbdSkWJBC29bF3FyrCWRkbxiGYRiGYRiGYYxlLDNZR6akZqIrVe3mutfEZ5zLvDzgNtl5YbLbkXXdxOrtvJZ8zp2Z7Ox1u2ilyGjRQN49/CTJXJnb6xDJPg6R1bJMjiSZY7BRWp/Rb+1yCXYsgQYotWgzt9rzKmVk1JJCaucaRuaqdWXl0lmfoc/6Zxi1z5a07FgZ4WVZy7iHvJpmT5iET7m9gpA5YdlHJlPUSuVDSf65BLb+65TWG6JNUn9opxIEeTcDiJXdO8wMb2jWUmnAo5WxSjADHiaBlQx4tFBDIIdMrJRvXwMec3OtxjKThmEYhmEYhmEYxqixzGQdiV78I6Le6lqWU2fu4lxm5073vMgpne5Ri+fHsap9wBCZM8lG59icSVaHidWFAnjmsj9NDIFoUUNmPEJ3h8IzK/WfmxWqJIK2TaojGWL0W33uhFFq7bxIhja7CEilOurfpi3vIaF9RkKVIAjRFgrtnEntchLaWpIMWncOUi3A+mf7JPwy+I1FXfcygAEaIGUYtct5zA9m2UfykqFZS+Vy0pxItmyI7CNbp7Qs22aZlCMpON4FJWFedSsT1WnOpOAR2la079VsQaLH/4qoo9pSbvystzqX2bHzGWfbDln3B3f8eF7wtTvnls+yDz17aXJzHn3noZ+YMfAC8e6XGzl1XmjrnPkUa3cPC4TBpw5niKLZY8m8KATajrAU+LIYgz172g6tJHNlJjvtFDAyuSpzQaXrDBRoqmWBwgsvzCCPTgreavi8f7WDNT7fJ4bWNIoOEgq9eK2hVKMDzVBoJKfbYMEkCxhZnzLvSGyUUzwh0spUojq5uZrM1TAMwzAMwzAMw3gjY5nJOlL4XTcK2epRmMz8553LTCVZuYmkblY2x22V2UgRa0sV3PvDJqEzQwWA1xWjWcs4kd0qa2OlhKxlCLmqT3ak0fK+UOUkgsh1A2Q4AJ490taKlJZtJ0KY7HiVRGgxcx52/8TJEG6CLqc359Eab7BMDktmSdJZSZ7uwkdiriVEZltb3gOQSu+4l6Nt5HspKQZCvIN91smygVSSqmzj69SnfCss1xPoZtdmNVmf0lUGqIR2NuCpz3thLKmuLJisI1ueKiCWrn55ZHrWOZfJjtvZ2TaJBpPCg5gmLwXitMdqUKaJzJU5vQLA4KD7VktndC/cSta9P0zNUeMSbTfNmJsVKkjVbE/aZoj9aUa9P9qmdF0NBet8sv3xqh+nlLKye0vqtLbanEn1/aNtU8pjAaCoDSaVJ0iW97n3hwbbgQJGJsFPKecA6/eFt+dJIM7qOfczR3WyHHNiB7ibK6sJqR1QkBxS2T2rDQqZbJsFjH5uru71RuTclQP16ukcTiKBzeZqT8kqoZ3rTJrM9fWYzNUwDMMwDMMwDMMYNZaZrCObXkyjkKyWue6wYZNzmcwuezrbOlN9zrZcho9opDPuUR8mSRjfM+RsYzLXUp7vD5OyDg3W3y2nmHLva1GQhGllntoMoo97aggClaJSQ2WlgvGINgukrwdJd0dNM6Sajc4+SjW3Ws1kR0uIrGUotNK/ZuBj7lQi2cd82T3mHo+5V6w9PWx7ADBAMoUDRLBEykujl3ihDBFVEQAUCkT+qMxasmxngmlyIdyz5CZhRjrJknubbJ1eBjxEXlXRym6FF6U2q8neTa6+aKzSzpnJ+nyTW+wV6oUFk3Wk+8USOmv0Jt/c0+tcJh3POds6kpudbbkED8BYMMlcuVjAyNxcWRvAP0hJEvhpYXN2KmnhY+RRHFwDmyclLqsMbJgM2Ccg0q5XXRZDOHdJIhWi89oCBZP8HNT/vtNKVcNtU9cG6OdF+pTlaSWa4djKvgdsHibrmANAoUJKgxR1rs9MqjrkMdrQSQdV3C+8DHm/sPtukARZANBDgsJXhtz7ypbr7XFPU5EGe9kUFvbdp0FqwX2CpL5GqkD6KbSNuMqTbWqDV4CX22jGYA3bH21g7HpvtVM5ntdjcyarMZmrYRiGYRiGYRiGMWosM1lHNm0sodbAYNQ36FwmGXe77LCRTaFcEM32MVcu7WgzG8EGgELeXS2RSWC1o/FpbQ0r8KyuuuB4i2Uf0x6ZSW2mJ0XOXTbJ6hayveHntaiUsrLzw9yAm+Hmys5PKGderQSW4WMIFEICG8opWIvP/mjlqtR4hNxcUlZFa9rCzGD6i0xpwM8dy1wyc5pO8t5KMcMScnr6BW+9V8iUkvXuWSro2ZR1tm3ucfdDfGpI02VJ9jE9SLKEJLsISAoqXfZRm5mUSJBrrXVg9oGZ7LD+31CLvStDYwY81Vhm0jAMwzAMwzAMwxg1lpmsIwNbKohqTMiP2Kx4ZitNNOVShoNl0Epk9KlM0lkJMgmdlQ0BgKFSYzOToWAZX62tvzQAydpZto9lJrNkwDiUIRA3X3G3eZTqUmd12fnxmW/aauZGjSZUvdVWWmczkLKWrHwByzjQOnmkSVKqVMgnMU/N2txdlt6k20VGus5p8mBmSS+JZTTZe4Ils3rJnFEAWO8WOtHs4ysb3G1b+tyZSclcj2WvUyVlJpDNbRT6Gqy8WYZlPIX1umCGhj6w88qOg6oQ0voXHlO0Jci5c72b2jkrZwY81VgwWUcqlQiV0U4qjgIUqhJg8olQMlf2oi6QupdaeaiPKyKTb7FOmzbwlQIQJrlkbTnyjeMSasE0gNY11DqAMrMKD3mfNpgkb8a0MoCXtqk1KDIMH5ixhmSk40I0SWHfA6VscpAYq1WE7yx7vtIk8M2Sh5bJ4VmMzpxVAWBzn3tg9tVNbiMdFmhm+t0bzQrXksqkSb9A259gUlWg8QEjMzT0QdsXo5Jcj9Gz8qD7OFOd7m26BoBKgktwK1OJYqL7+PauZ6xgMlfDMAzDMAzDMAxj1LTv0EALkkzFkKyRmYmxdEXcfQlCmFwA+sykdpRRWrZYYjbxpMYXyRAVCu51SqU4kimSJWPmPeRp0tY0BPgIN5Njsja/zCRrd18vbrHPtsga+ckjl5Ivxwx4lJliIExpkHbKWvoYELFlhWSOap2N14yEg9aeU9asY/h8D7Q1ieNxd8auRKZobF3WfZyDpG0oTTJE5F3ATk//AO+WvfqKO/vISnxk+9y1QTpJEUpJdaQtjcGmzYRSQTFY9pG1lYiyyodkgmTaWdaSZctFibA7q8vKhmQG3c/e4GDte7I0FOa8NQKTuVZjwWQd6ZqYREeN4DDW5ZaXlCL3SzxPAhdJfaR1/mNuXnHyEpc6HfTjQNpKRELCOgDJpHudZcHN1WeOngYxmFQGNklyfjIJXSdIghXxZjXZcsx9lzp18vuuoHwOmJTVxwlXXU+zCTW5tPvDpM5a2bHU7lP704XPfO1m1IgLgdYFVvoesDn2W4jzN5tPyd75Xk64zH+AFbOny7lfIgNbeLeMzW+Mtri3yQLGLJG5JqVAnASM2kEMrcOwhFauygJG5jPhA+uLVeLua8KX488B66fltrjvkWLafW9t6a0dTFaI83CrY26u1ZjM1TAMwzAMwzAMwxg1lpmsI9N2TGJcosao6uQJzmUKFbc12xYi8RwUlBxUHqocNWcjkJKsSTsKWWRGuCmdUY40Ss2krD7rdSHXJtRlybR1SlnWUsa94iK5ziVy7pgLLJPyAvzcMWmtNhssDVLzjF5js1lytpMZLbmXCmUyFGezBcg9wp4Rdm+Jj7PS5Is6O3vUo2009HsgZLOYVJE5vTIJLM9M6t9pPMPIDNnc6ywRx9b+fndmFuCOtrl+d4aISRiZA2pSkJUyQmQtpewayxTS7CNZTpvtY8tJVMh9xySnFfIyjBM3egAok2eI3T9Zct+N25yv+Xsp716m1SlH9XECHytu4oBlJg3DMAzDMAzDMAwFlpmsI9NnRRhfw/EjNnWyc5nBUq+zbTMxkRnM83EANicjyYZ+lUhzZFg7G6Vmo4zaLKGYmfSYXxMCbTaHZbp4fUr9cBkz52HrZfM7mf2+z8geO0ztvEh5/quu3qjWuIctJ507tl7epstosnmqAJ9fUlFmHyXDJL5DpIllH2lG071On3JHPhkSDVIJAmrMQlQuNDNJsi6h5kxKZm4uikQ5xDKPAEDETLw+Y8H93WfZR2mOYoj5wSyDyLJyAPdZ4Bk93XI+cxQpLOOpzNzG2YsSQDmpy4Z2kPm443pqZyaLhdq/twNbDXjqMWeyDjvTIlgwWUd22L2MrkyNG2yHnZzLbCYP1IahDmfbgCCFYR/dTMn94Gvd+yS0jm8x0lYp1z/Q9Fm2GUGoNtDkwYB+f9h6tQEsM3SRgjftJWHngJozexnwNDbQFJ1wyXGyOuYsQPORCDOzpbLSZSeczIi8t4iUTBswSvJYJjr16vA6kL4j1BmctJWI8zednuAjNyQvkZJyXJZNQ2HfboA7crLpJtoA3idY1EpAWeDCgkVxvdr9CTQYIwXGKsi+6nxut8JkwIyJGwdq/l4oklGRFsfcXKsxmathGIZhGIZhGIYxaiwzWUcyb5uGTEe1bXc0aaZzmRe6X3S2rR90jzD19fLMJJPCSGY5LviEeUEK0+CZxrQepM96mbRNa9wjlLcIQagyFEziqC2L4SMr1d4G2m1KEmEmPdZmGPVZZkGKqDxOJllOk5WSZA0AaRRXl9lmEthQFEkWkUk1U6RNkrkWiYQvREZGymZpSz/ki6yWZPuMjbM6yFJmsoO40rFvdCjVkVaSqq13LUm2g2T7WgzteRXPHZXIEmUIuwcc6yw24+VbJ8yApxoLJutI/IA9ER9fXVPylbw7YPxrr/sSvNzr/qiwWlMAkCbOW0xiFKo+mtbNlTq9KjWMUqDJ6lCqA0a6Tf05176MQskrQjiS+tQmbPR6pUBcG1Dr51rqgleJklKynCI7G6hcG/jz1fiOJwsmC1qZqzTftMFzJiVYwMhkrqzWMXUw95gHroXKY9m+Cu6p2u+lFune0QY2PvMi6f7QILV9BhwY2oBRkghTjwqy3nzO3Y911fYste+USZRRp2DSfxUtw9h4sgzDMAzDMAzDMIyGYpnJOhKb/VbEujqrfn98/fPOZf682T3as2Fdztk2sIlfugn9bp1rKk9c3ciIMRvxCpXRbAYhDHhYmzTC1ejso+RSppXBNqPGoo+bqWadUgJIa0Kkz1r6ZL11kmV+jO7lpJqhYQiTtdTWMGW1Eml9SsnNNZAszrk/osyVuIcqnUWZzFUyKNJmLrVqFJaZjJU9MpMBdHM+0sgQElgJbfZRmw2l039Ua9yK1kGWZR9Z5hHgGcY46XKyDFu+s7Y0vTzUvjLXqE4GPE2Y4RQMCybryPMDT2N8sjoAfGhDdYC5jSdfrJbFbmP9y+7lxvUM0X3JbXEXIWZucOzF2Gh7+VaEB4zu5VhHpxxxsQPr1LP5lmw5JhGWS4OwwLj+94i2DIWEdl6kVlYK8PmErI3OUQwUpPOi2e6bvUjs5zNkuUrEOzqNH6/SPwfMgZ9NWecBo7A7DcZHiqgNiFigOVQkHWHhncbmqmrRDi6mPMpsNQMqK6WurGFGjxrdTwm1PW1A7eOEm8yQ+e4Z4iJMBsFcz1ZpkPdhWxmbM1lNi32eDMMwDMMwDMMwjHbAMpN15L4XO5DbXF0b8oFn3NnHp5+c6Gyb1N3vbJMykxliwMMyk9Sxy2MELsRoqk/dNQaVpGrNeUibNDrFTh0zRGPLMSmrlF30kU6611n3VQLQy1y1brcsuwjwDCPL2qU8tqmF1XVkmTempGLGPUXp3Cmz3lrJqc96WRaxGWaTrF5vM0xbGNqsJTOuqaQEqSZ5P7NvSSjXcIa2PmMoQrgB+2T7QslnWwmtNF2SuWaT7r5hNufuU+ZIWzZXe53FgfZ14LHMZDWWmTQMwzAMwzAMwzBGjWUm68iqP3Ui1VGdmVz/J7eRzsyXe5xt4za7s48suwh46O2bMOrJRqJbbSQxiDlPMAMe3Tal/Wn0lB2fOpOsekyIWpJSpotmJrVzJrXmIeJiJNNDxiFZhpXNp5Tm6vJsuns5di3Z/eGedb5tva1TcoS9X7zWG6BO4Pa0u2DfCpZ9rZSFB3OM9IRCmCmFIlSGtZ3OgfY4tc8eM9EB+LxIln3s6HS3jesq1Py9kLLM5FjKTI6RV2hrULm/jEq6+mHcbdMG5zJDDqcrABhUtgH6otCsxlerBXY+7oYh0HbofF4obFltm7xN3XFyUxudIymrWwjoj5MFhVpHVgBIK2WuGXKvx5QCk4gEixIl8n7hNSjd68y31uslmPRaCzP4kmg1KetYqfdHJbDke8C+Tz6BuDZA8wmyQkxhCRUQ0kCrxYyNtNeSSVkloynWzgJNJoGd6DD1yZda63yPhkqd3Fxb7JbzYmy80Q3DMAzDMAzDMIyGYpnJOrJpRgeSmepyHt27dDmXoRlEkiVMCzJXZsCTJm0RqUHpMwLZaqN+jFCSMS0su6Y12WE0o84kyzBS0xbhvkorR7G1slI/Ax623rSzTZuZrAglaVJxt9CTmeXEWemLJtQafSMQTObKMjlNKIlAM1ahpmEoVS4sy8OuV0nQyrN2dn5YKY5Kwv3dZ0omH7SZUjFzS9bLDJxCZC2boebiz6yQmWQlPpLuc5DLur8l4x2frlRt9WtbYDLXaiyYrCN7vrsH6f+/vbePkqq68v6/9d5vNC0C3RARRRnEiMHoDwZWnpgVWIo6iSYsExJHwXFBxkgSgzFKRjHKRHwbx+g4YZKFmmQkTvQxxmQII6ImmUiIIRCJEh5hMKihIdpC02/1en5/IDWWVed7qH3rdFU1+7MWa9F16ty6derec88+e+/vbi6+Q/p67CGpPQftbQf2J6xt3d32PEwAaNovi0dnxaSj5KHiK0eGUY1QVgZVeq0xA5XnnzlqslX6ZCCvJemuiSmDGYXM6GOhqgDQSB7WkZB9LoiGiDEZsi8ujZEvBCMh+wJBGrJcDSVTKdXY/5IqQrvmFy9hrgF+zMHOXXOpew92ygRbtGdIvUwAyJJagczQlBporrqXDBbOLN00CJRP6cHQDIJ440Sac+y6D9hGKdkcYfsfDbbPDKC4X21yFTIm68jH4kTDXBVFURRFURRFUZSyqRvPZFdXF77whS/gJz/5CcLhMObOnYtvfvObaGlpsfb5yEc+gp///OcFr33uc5/DypUr83/v3r0bV155JZ599lm0tLRg/vz5WLFiBaLR8ofmvHE5NA0r3s3/n4P2HZ1dB+2+/n1EIesvZGcTAPbn7F5NJrLDQmsB+/nUGrXmtay186kGbDNVqp4aZGePnQ+t+ShUZAV42C0LZWVey3DIHr5mQqwQqb0JAHLEMxkN2+cCtkPJPdD8fFhfaUh3NcKMxOrMTBHaWe9QGqbHfk2515uqxNaR+5rWOpaGx9JnMJAjSlXMa1lP9Rdr7VyZ15LhS5WWjgENc+XfIyL00LOvGbdckqxWca2jAjzF1I0xeckll2DPnj1Yt24d0uk0Lr/8cixatAirV6+m/RYuXIhbbrkl/3fTu0p3ZLNZXHDBBejo6MDzzz+PPXv24LLLLkMsFsOtt95a9jn+f6NTGNZavLBrS9gXew0R+08QCdlDVV1hTamU/TOT/fbPZCVHpBMq4KewMUOqpAcMfiFq1/NG+jwKUv5Delwfz3l2TGlZDNdxWSgrC1V1hblGwnajMBJic4G9jRqTxIgwjhzFbMhuMLJ8SmZs8zWQn9/SF1JVY4aP0kMAT18Qq4MGCGyqNeOllnA9nzIeyklUo2SGr89kx5XqPvja4JCOAc+LHEIWSo2iOZPF1IUxuW3bNqxduxYvvPACzjrrLADAfffdh/PPPx933XUXxo4da+3b1NSEjo6Okm1PPfUUXn75ZTz99NNob2/H1KlTsXz5clx33XX4+te/jnjc7ilQFEVRFEVRFEU5mqkLY3LDhg1oa2vLG5IAMHv2bITDYWzcuBGf+MQnrH0ffvhh/Pu//zs6OjrwsY99DDfeeGPeO7lhwwZMmTIF7e3t+fefe+65uPLKK/HSSy/hjDPOKHnMZDKJZPJ/vYbd3d0AgFHx96E1Xqzmatr+ZD2/JPGCDWTtHoeDKS6wc7Db7gHZ11N8jodhKrAsBNYl8CDdieYKfcJdRtcuvnBnTxoiUmub9O6Qwcpvp0nDHyNEnAdw/CZCzyQLZWX9AB6uStuIRzMMqWfS4UUl3tAs8YZKFVuDeOjrKDKSqzPXmlAXGdgImfOr4ekKMQGVLPei0miUulglHeJo8PgGuba4p91ONdRcqxHuLRURlNS0rmevnHomi6mLabKzsxOjR48ueC0ajWLEiBHo7Oy09vvsZz+L8ePHY+zYsXjxxRdx3XXXYfv27Xj88cfzx323IQkg/zc77ooVK3DzzTdLv46iKIqiKIqiKErdU1Vj8vrrr8ftt99O37Nt2zbx8RctWpT//5QpUzBmzBjMmjULO3fuxEknnSQ+7tKlS7FkyZL8393d3Rg3bhzMG3+A6W4oev8xx51qPdbxLX+2tr01YC//saeBb2nsb7HnNDU02r2PKZLfyTyTrGwI4CehXppDVG85BbwMw+Cdx2G451K4gyvMPwuSM8lrPsryIpl38VC7LPeReR+lOZPM2wkAEUOiFEg+ZSJij5roJ1uxrt+StbM6pVKPpit1mnlZfXgY02kiruKKtqj0yaA63kfmIWJt6QC/R609S8RRPsJyG67Pk3rtgtSt9oHUaxkEaR4ri9hylf+g58Pqn5L5hy3/UpZj2l6vB7ImVJGceR9599WiqsbkNddcgwULFtD3TJgwAR0dHdi3b1/B65lMBl1dXdZ8yFJMnz4dALBjxw6cdNJJ6OjowG9+85uC9+zduxcA6HETiQQSiWK1VPPKn2Cai/Ms46PshuuxDfYF3bGkEOyxDfYFJAB0EiVYZkx2N9rzRONEnMeFVGVOCq3J5no4ChX6pDWabGpn+eN6mG/YJJZz1JnkoRm1NTkyg1GqyspCWZmxeKh9sMNc5cugaNh+v2eNfbMqHrYrVAcJEWZGfIYsTBrI/CIJzwqKNMw1mJprbUGNQjJAUmPSpTgmNf6lhmYgFVgPRmEQcR7+m7D5h69hpHipaV3xIx6i1sKSqTGZsbclU/YRGsiWvgYCLCerjqq5FlNVY3LUqFEYNWqU830zZszA/v37sWnTJpx55pkAgGeeeQa5XC5vIB4JW7ZsAQCMGTMmf9xvfOMb2LdvXz6Mdt26dWhtbcWpp9q9iYqiKIqiKIqiKEc7dZEzOXnyZMyZMwcLFy7EypUrkU6nsXjxYsybNy+v5PrGG29g1qxZ+N73vodp06Zh586dWL16Nc4//3wce+yxePHFF/HlL38ZH/7wh3H66acDAM455xyceuqpuPTSS3HHHXegs7MTN9xwA6666qqSnkcXmVf2IVPC0xg77Q1rn8ZRdiXatsQBa1trjO/qMe9jPEG2hOL23ScWAht17LD5kCWXeh9du9DSXWrpbnMQx6yPHH2XRyY8yGGuvkpGsLBJaSgrqxV5qK+w/AfZxQ8Rb3CI7f47rp2c8HtmSXhsY9QeApt03HdNUbJrTjwgWcPCs+zHdETu8/BzoSuDzmlBSoN4cLMGCVNkw8PSKaggEPnBIo66zBkSOcOiSnyEubrCFNlnsgigTMzelo3a5wlX5JAXT7Inas0TyJB6ksPkGeyaJ1goayppv0ZYKboBy/1cz55JFeAppi6MSeCQKuvixYsxa9YshMNhzJ07F/fee2++PZ1OY/v27ejr6wMAxONxPP3007jnnnvQ29uLcePGYe7cubjhhhvyfSKRCH7605/iyiuvxIwZM9Dc3Iz58+cX1KUsh9SOA0jFi4c09tab1j4NYyZZ21pjXda2Zscvx9oTxJhkD850XB6W4qPOZJDFlQ/YIiCImivLzZLCI8L4CaVJZ5e6qgz7MVmoKsDHLsbaqPHPDEJXzqQszDXEQo9z9pBThOyLg3CYTyLMYMwRgzEbZvmU9nNtcSz42XXJc+KIcWLsc5rrQT8gXAyxey+TIekAVQhl5YZCgEwyYVf2HMmS64fNWYfaZSHE1aj3x54z4pqhxGBkhjYANCbt97R0E4P1yzrWPtQIqzHZ50FP8XHMIWz+SRJjcqCftLWWvj7q2ZjMVciY1DDXKjBixAisXr3a2n7CCSfAvGvBNW7cOPz85z93Hnf8+PFYs2ZNRc5RURRFURRFURTlaKFujMl6oPsvMZhYsXeh6e1ua5+IJTkZAFpi9q2bJscvx/R5mPeRtaViJAwvwBaLj9CTILtz7K7goaykHxVt4afjYzOVe3l4X3Y+zEEkDVcNcnlIw1yjYaJqTMRwnAI8pC8LV6Xex6zdEyiOtwQQJmMQDdvTAHLGPm/liKhPU7Sfnk+WHZdeWsz7yLxZfOxI1KCfe5bdXI75VxpuyEJZpSI6QaBhriQ8NuZwg2TJj8m8Nex56UOcx9WeYt+DeBhZeCwbGxf0+qnCNSJOqZGejCf4eouJ6Mh/yxR5HrAQ2L60Rc3V8no9kMsd+leJ4wwVfIlUKYqiKIqiKIqiKEMY9UxWkL79UYSjJYa0p8/eKWVvY94RJhACALGIvW88TspUxO07uAOlvts7ZB27+CEPu5BhJtTAhAgcu3Nst1lKNeqRScseuE9VKsBTeZEdV78oaWelKMJCMRzWz9UXOeJhZN5H4l0DiXxwESL5lswDS72WsM8vhn0PAC0xu+dSWqeUbfAnHREMrOSI1DPJdqqppytAZAj3PhLxGTKJMC9hkPNhsAgX5nkDuHhPlmgF+KhBGcQzyUIxqPeVtLkih9jYSr3ejCCRTOK+LDfWw3d0HTfHckpJCY+cY50mzctm+ZQ2ryXzZtY61Rbguf/++3HnnXeis7MTH/jAB3Dfffdh2rRp1vc/+uijuPHGG/Hqq69i4sSJuP3223H++efn2x9//HGsXLkSmzZtQldXFzZv3oypU6eWdU5qTFaQnoMoGVFlegfsnTL2mmyRuD0kziU8wmoXSsNcaQisw0CLCO8asRFKxsc1YfpQc2XUmCZAVaDKmEKhnEPHZeHFZBFNDUaZsioAhJhAETOmpG0MZqACXLwnahfnoYZmyN7PBNhwaY3zEFkbrN6qy5jsy9ivA3Zdhr2IVHGkYa6sjRmMUVesPEEqSpIjId1pokQO8O+SztmvZ/osEa6unMakUOhNqg7KlF4B/ntVQ7HVh9ifFF+hf3Rcyb1nHPcWG59MRKj0amlLEwXYWieLChmTgj7/8R//gSVLlmDlypWYPn067rnnHpx77rnYvn17vsThu3n++efxmc98BitWrMDf/M3fYPXq1bjooovwu9/9DqeddhoAoLe3Fx/60IfwqU99CgsXLhR9Fw1zVRRFURRFURRFqWHuvvtuLFy4EJdffjlOPfVUrFy5Ek1NTXjggQdKvv+b3/wm5syZg2uvvRaTJ0/G8uXL8cEPfhD/8i//kn/PpZdeimXLlmH27Nni81LPZAVJ9uUQLRF+akjyvyHCGswDEiVCFgDfGY8SCXXaxjyTjpAFtiPGvI801EMYeuIssOeBWqslWQ2Yh5FtGHOvJf9MJrLD+rIQz5pD6pl0fUd2XBL+yEqcBPE+SmFeSxrmGuMXV0+apBIIxXmoiFeAsZMKobDwT+Z9DBLmGmF6Uiy8j4RqugR4WNkrmk4hjWJh5T0cHnF2HbBnNAtllZYNAfhzOIiHWvJ5rna2DpGuJ4J8Q+l9EmERA6SfK9w7xDyTJO2KpQ7ZyoakSTmRWidnKlPW4/AxursLRToTiUTJWvepVAqbNm3C0qVL86+Fw2HMnj0bGzZsKPkZGzZswJIlSwpeO/fcc/HEE08EO/n3oMZkBcnlLGqWzB9OFmWs4LhLYI2puSZIziStQSk0NAEgQx660hBYNsFnPVlgUhU+9vxzCW5KDS1fRigND/XwmdwIDbDArkJghiH1IqkBK23zBTE0Q6R+JQsfdtXolBqihuTxNkaT1rYmR74py1tvICFhzNAMovIpRarYyhbCrgW/VFVTqtiaJs88wJH3NsiVxZmhCchDR6VhrtWAGbBBjFv6PVk/8nl09g1gcfgwxF0KumxDhhnimXT59SnrOsy1wjmT48aNK3j9pptuwte//vWi97/55pvIZrNob28veL29vR1//OMfS35GZ2dnyfd3dnbKT7wEakwqiqIoiqIoiqIMMq+99hpaW1vzf5fyStY6akxWkGg0hGip3Ruhi4h5KoII8DCvZTwhFOchXksAyKTtlxoNPaFH9YNYhU9YS7IaYaxBQkf9fKYfb+dgjy3zgh1qJx495mGM1NFUzcQmiWfShPjdHgHxXJKhYwqyjVF7mkE8zX9LpgbMIkdYG5tjaWikp5tW6gVz1SaUni/zojJPjktVk3k8aYgjUceUhsAGQfrsqievpQsqMuNBzZV5H133D/MU+ogKCLtChIXpSMwzOdBf+tmVsbxeD1TaM9na2lpgTNoYOXIkIpEI9u7dW/D63r170dHRUbJPR0dHWe+XUr+/Zg0SawghXuJmDAmL/jJlSFd4H/tIZkxKDUZnaI5QZU4awEfzOAKca0SopFcNqlEaJEjYqQTX9cHOR5oXyQxC1gYAOWM3bMJhu9IpnarZ95DmU7qO6yG0luWIA9xQZ+PO1GVZaG0iYlfaPtRuPx+2mRcjX1Mc5uoprJQRxABhuVvM8GNGKsvvZCVOFH8w40Squuq6lqXGL12jkI0BZmS5NjGixCj0oZbM8mYBICoc9yTJmbTpaWSSdaRL8B5yFTImy92ri8fjOPPMM7F+/XpcdNFFh46Ry2H9+vVYvHhxyT4zZszA+vXrcfXVV+dfW7duHWbMmCE869KoMakoiqIoiqIoilLDLFmyBPPnz8dZZ52FadOm4Z577kFvby8uv/xyAMBll12G973vfVixYgUA4Etf+hLOPvts/NM//RMuuOACPPLII/jtb3+Lb3/72/ljdnV1Yffu3fjzn/8MANi+fTuAQ17NI/VgqjFZQZpbQmiOlvBMNtp3v0MRLjphw7X5Jt0ZZ97HWIAwVxqixUKF6FHZB7JQj9rapXbtcLHdqxT5Kjy0Vu6pYCHW7FzZ95ROREwMqBoYhyfQkPNlXkvmRQ0Rz5s3WLlMIjIU7COJd4D4qHmb/ZiuVAIv6sRSga8AURE+vJYKhym2uqJ8fCCtNXok7fUCDUsWjo/LgygVlPI15rTOpDAqwBbmmh2oX/Oj0mqu5fDpT38af/nLX7Bs2TJ0dnZi6tSpWLt2bV5kZ/fu3Qi/S9Vx5syZWL16NW644QZ87Wtfw8SJE/HEE0/ka0wCwJNPPpk3RgFg3rx5AOxCQKWo319TURRFURRFURTlKGHx4sXWsNbnnnuu6LWLL74YF198sfV4CxYswIIFCwKdkxqTFaShJYvGUrs3DUSZKWLPkzKw5+y4PDIsNJ7tjFMBiAA747WWT+gDtrMprA4DgHsfWUUWuQ6B3FPBjht1iNPYCOJ9pLUkhR4rhkuAh3kfGSyfUHqugfBwO7vGrtaQimpJPZO1RhDviCuXzPqZZCLlOXhyQSDWFpF6kj15H9kzaKh4EF34qAnJPG/Mu+iqI8k8l1JBKX4fyL3M7HzYZ9qOGRogBWVrnEoL8AwF1JisIM3HZNBSyjZsabJ3ihJj0gyIz8XHYibIw1F63GroJlCjkIQnMUUzFu0y4LAvYuQzfYR5utYcDcR4YddWjFqwspDBqOPhyEIVqYHmqXYjE4ph487CZ32dK0NqwLJzdYYICwV4eBsLO3aIyAhDuhlsHg1iaA62IqfLcJEWiGeL6HTCfj+71GWZIBDrGwszQa2hsVJ01SYcbJzKvMwIE94HsZT9d46TcFRXmCsLZY1kZGGudGPEIW8uVpdlxrbl9RDbJa9xcrlQRdSaq6H47Iv6lVNSFEVRFEVRFEVRqoZ6JitIY3sYjSV2R0PDmu2dYg3Wplz6bWtbNsCuuVgcogrCANL6Towgu0GsL2tjXstUhO/QsWgQLqTj5/diP0mYnE+Chfo6rmcp0lBWqdiLC+p9Y6I29KCy0FkX4rGj3kf5ubKxY+HD0ra0Y57IsLnAg9eyGlSjfqW0LUipEtrOvKjVeCZ6oBohsMzDGETURhJy6Tof9plURId4NA/1lXs1bVCvv2PyEY8PGQNbv5BjbGqZXDZERbTKOc5QQY3JChI9rhXRUsqtw+3FSNmNnzV2K8LX4pvB0k6cOZMsfIsqvQ7+96RGIamnlEnL+g1k+UODKfPytAM/hibbcGDnyhbnjeJ8St4eIsYtVUj1kE/pwhXmae3nadMgRMJD6dgRNdcgY5dD5Q1G1pYkKtMAkCQLARbBRfOnWUi7cA4F5KFv4pp9ASxm1ldaf9BZm9A1kQig+YvsmedYYEo3NIPUQxxsmCHFQpIBHjrKoGGcQtVVFv7p+kwp7JhBzDd6rgJDPFzPxqSGuRahYa6KoiiKoiiKoihK2ahnsoJExo9ApLmEoE7zCGufVK7f2pbOpa1tyaw9PBZw7H7X1iakHE8hWGxnmLVxryVpc+y09nupiykX9WGCQUznIkG86cJNTyfyUE2pR9OT15KJzwg9mk6YsI8wXJftXzKhHEDuYWQRHilycSWz/L5knnbmkGCiYtKdaldkCBORYZ4ergxJ7hFXbULSJvWS+fAuHjqw/XzYvM5+E9bPdQ3QZwlpS2Ts6wlpeCPg8CST3yRMbgT2mS7PI6uHyJCGsrJ+7DsCfsSNvIWmC8V5rL+XeiaHlGdSjckKEjquHaGWYiMv1Npu7ZPMHrC29RHjxBVOLwy3PypwxqkL7wqq9MoMTdIGAGlS/0Na/oPZp6zcCMANRnbd+VC/DIKPMNcgyqrejMIagiqrOr4/NSaFIbAsVJW1HWonedDkq/gQMXQZk6xVGgLLDE1XSQTWSsP0HBtvNlwGETUkSBvbCPSl5ppK2lVrw6xMBTN6qKEgv2ClBog0X9B1XIY0hzNIiLCX8GqSj+Rrw4WNgS0vNEfyRWsdNSaL0TBXRVEURVEURVEUpWzUM1lJ2scDrY1FLyeJG2gg1WNt683YdyBdIVheaqAJa0UeSXu9IFdzJW2O3XbWng7JvJZxsvHrUrFMM8+BB8VWl3KxFKmyqi+oV5Oeq9BbE+BL+qht6RIS4jU6ZZ5JpsjK2g4dV9ZGjymsceva4Q4JRZqY15KFEzpDI2ss14J6yYi3L50iIkzWCnvByBHRtQSreci8lqTN12/FvJZSLyHAvd4+oKHgTn+NVLG18qHpLqTXga1frc0B5WBylVFzNeqZVBRFURRFURRFUY5m1DNZQTKtI5BpLa4peTC119qna8B+vO6UfWez35VnN/TTr7wh9T76aAN4TmWUJDgyLyHL24o5Ngx95DfKvZa83SXqIunHPGi+9hl5fqfwmFXYS5T+HgBgSMkR5mXOkra0sT8CXdeWNPqDejQDzBODjbRMB8D9MdSzIsz5cnlBmGeO5RrS0l6e7q+YML9T6n10icQwL6LrOqgXxCVyHO3ZsMx7LS3n47wvhd8zxq4ty/XjQ3xosNCcyWLUmKwgbw28hlS8OMz1LwP2Yd6fLFGX8h26U6w2IT8XaZ2zukIaJuFpDe3LmOThs0SlkYRX+yqqXk8qwlwhlbRRQ9MRbjjItS19hKO64EI67HzqS5BBakxK60xK5wEAiOfsY+sj3Mxp9AmNQl91L1k7Cw+lx/Q04TGDkZ2rVGQoSMhymoRCS8WdXNeAVKRJiqGCUYN4Iu8gFdRyIa3/OhRRY7IYDXNVFEVRFEVRFEVRykY9kxXkxbea0JQqIcAjlJ9noaq9JAnf1Veq9B1EgKeWCOIJpG3kt+TiGfR0xN6KWvMEVgPmYaT9hGGuLhEZJqRDvZbC2pbhkB8REIYhdUqZGI4rBFZa+7PWNs1Z1Ii0Vi0TZQG4V0pa2iCI98iH104q6AIAMWHNuyBCMVJENf3gqJVIyjS4PLNUpIl4CTNR+9zExJ1cnkfW10fYra9rQOrt8xVanGPrP/I9bd5Qb3VhB4FcTr6Ofu9xhgpqTFaQ374ZRmKgeIKMk7kvRm7QIPfaADNs6snI8DBRB7l/pQpeUiPU1ZdRa3UdfeDOtZTl2TGDiNdKdIW5Vt64YwYjNSY9XQPUoCbD46ozGQnZUwKyIbs1xcYgRn7nIPMvUyBm0xZVfSaGpmsuFM+VRDWSzaTVUI1ki3pmLAWBLqJZrqWncENmFMeS9nuE5lo6BBiY8ZIVGnbMYGTGYtC+lSZIXiC9toT3l+u6k4Z78w2F0vNvJjf4G52VIpetjJprJY5RK2iYq6IoiqIoiqIoilI26pmsIC/ubEasqano9bYRSWufYc323cJW+0Y8Yo5NHeY+ZxuN9eSxCokLZjo8gWy3iNwxUg9ikCTsoZTA7QNxuCrzWrJ+xNPl6jvoODyBznYLLOQ0ErLfQCHXbjsL3Q/ZPTLpkF0yO0z6BYE519IeRHbEc2EAmJcjUoUQT4rDu8Y8Mpkc8Qhn7Q9iqeKmCzYGVJxHKNzjGvNkgoyBsE4pa0vH+eKHeUOpOA1TQSW/ZZB7r9K1G4Fg15YhkXLsemZRAbbfI2vq15elAjzF1O+vqSiKoiiKoiiKolQN9UxWkO6tMUQTxe7Et49vsPZpH9NrbUsSj2aToxggy9NkAhDVqHPGPIE+du6YlDcA5MhOdDXqTA6V3SvphqkvISEfNSiB+s0DKYJ5JlkbC4sgOXjhMH8cRcNx+0eSsiKRnD3EIxZmuZb0dCg+yn8wggh9sNw1qZiHs590XicDS0sXOHLFmDdHKrDCvWDyffwwub9o+Q9hLU2X4A1rzxKRHdYvSK1RJvrDvJbshmcCg6wclOt+pnERHvQiXF5Uds3SEjDEW2y7JjOmfp+V6pksRo3JCjLu/3UhHusvev213Ahrn71oFn1WbniKtifismL2VDGwxi58WmiZPeRdYSks1MOTwchga/Na+00GW6DN9UyVrrFrKhzVgbReZqCfil6URFo0ywxN/jgKx+ybctGQ3dBkobVRplDoCFmuJapR540uPIOE/glVWdmcH3LMk2xZywwQqTFpSA1gF9IxYEqvrB8LYwUc4bzSNqE4D8BDUpnBGI2RUN8qqNVLRfvomsDxPej1TPqxeyRtuX4ydbzxms2GEK6AeA5T+a83NMxVURRFURRFURRFKRv1TFaQP09oQzRRLMAz+rVua58/NR9rbTvQmLC2uaJkcs1p0peIDRD5+SAeMqnXLkI8GT5CYAEeBisuDSKsQRkE/ptUYaeVhf7RNlbmxhFGRNppDcoqbBhKS46wMCtDazMG2BlmYa5Z4plkXktS3sNFJGGP8GAlRYKUZmLtrE3qAQlHiAc6wh8IUuERKrIj/7kotVa7MUw8etz7KA/VlMLCVdl3ZN4+l9eb1YsUX3cBapiydum9x/r5gnof2fgIRbwA7n1kPTOstbG0mZEJ169nMmcqFObqLG1WP6gxWUHSJ0RhGosXLuk37TdN25vFYbGHebvVvkCKx7kKoXRipGGuAXJ9pEYYD10SGpOOdhYGm2X5lMLxCTJ2tVanaLBFJV2PeHaJSHMmqwENZa1GSC7NmbRbGSZn3+RyGrfkM0PMaCbGdojMBiwEFgBY+hU3Uiu/2A2ywJaGG0prUAJB6l76Md7Y01QadktzFD0Z4gypsirNM4Q859absU3vBbJpIAxlrUYIrBTXuTKHgRRbDmuWOC5qHVOhnElTY2lKQajfX1NRFEVRFEVRFEWpGuqZrCBjj+tFrKl452fvq3YP48g3Dlrb9o9stLYNDOM/XYzscMepl8x+TBYC6wyfYDswHkKXqLKfqy8LB2IhsDWm5kpDa0mIp2t3kipVkjbWj4WjptnYOcJEWDsLc6V1Jokwi8vbKQ1XZU30mEFEZKShrML6lCD1KV3tNGSZHZJ4CZl30dUeJ94RKihJ2qJR4rV0PMlp7b1U5dVcgyANx2TetUB1HYWeJ6asypBG3AByb1+gsFJP9TSVKsCuA9aNtNmugWy2fn1ZquZaTN0Yk11dXfjCF76An/zkJwiHw5g7dy6++c1voqWlpeT7X331VZx44okl2374wx/i4osvBlB6MfGDH/wA8+bNK/scx45MItFcHKr1yog2a5/37Xjb2tbYaw8JG+i35wEBQENj5eNo0gGUXlm7VJU1iGKgD6oxMUg/kxt2rr4yI5WtrTLUYLT3c6272HehOYpUIdXej5WoAMBzMcm50scuCQ9lIZ5Oo48ZjPR87GcbYgZj1K7I6mrPGvtc6fxNhDC11xhZlLGyTcxgZCGwrpwuWi6B5cuRmzaIoSmdu2k4JvseAUqDSJ9B0mP6giqkUkM8QD6u0NCk4bGDLRnuoBol06pRwo0ampI8VeEGYC2Qy4YqkmJUa2lKQagbY/KSSy7Bnj17sG7dOqTTaVx++eVYtGgRVq9eXfL948aNw549ewpe+/a3v40777wT5513XsHrDz74IObMmZP/u62treLnryiKoiiKoiiKMpSoC2Ny27ZtWLt2LV544QWcddZZAID77rsP559/Pu666y6MHTu2qE8kEkFHR0fBaz/60Y/wqU99qsib2dbWVvReCe2NBg0lwlxbR9hrQva12nfbG4hnsrvfHgILAKlU5ZWyqEqYI5ma7cCEiGKrWGQnUKiQtH7l4Ie5itsCeCaZh5G1pWg/+7kmybiyfgD3eLK+4ZD93vMF9doJ+zGBGRg/HjsarsraIgE8k9k+e5uxe1gzOaLUaRxzmlCJjzn0mGKr1GsJAKmY/VEv9Sz5QhpyycNc5SIy7C7hyrMyZdUgETfS34spsgYR4KmnMNdaCzkUP9sDCCUypErT8UTpOyhM5t5aR8Nci6mLoOUNGzagra0tb0gCwOzZsxEOh7Fx48YjOsamTZuwZcsWXHHFFUVtV111FUaOHIlp06bhgQceEOffKIqiKIqiKIqiHC3UhWeys7MTo0ePLngtGo1ixIgR6OzsPKJjrFq1CpMnT8bMmTMLXr/lllvw0Y9+FE1NTXjqqafw+c9/Hj09PfjiF79oPVYymUQymcz/3d19qI7k8DjQWGLzvInUfEyWKCVymES/vV+E1L4CgFTSvtNId5hYDUph2RCA78DEhLu01cg7qSfYmLPNb5duRJpceswhzo47QI6ZILvtSUcSf5LsmCaYrH+InJCnLTjmRQwHqQkphXoRyaOD5WIypRhHzmQmZ4/wyOSSpI1EhpCICtYGuDzm9n5s2mLzb4Rcy06RGGm+HBHnCeK1ZB496iWkOZP2e4R5LX0RJmWkpOVGguBDnMfVXmtey1rLUauGh1GKOGrC1hat3/VbLleZ38BHKZZqUVVj8vrrr8ftt99O37Nt27bAn9Pf34/Vq1fjxhtvLGp792tnnHEGent7ceedd1JjcsWKFbj55puLXm+KAE0lRjRhcfMDQE/c/gBs6rYvkGIpbkwyw4+JMbAJI1DStxp+XmCTkfT3Sjl+KxZRN0AegBEqWGI/ZgMxGJOOkDC24O8jxhI7bFPUj6HJDEaqLkuVZ1ltRsfJ0tBA4aODGKHGUcQ6kxuwtqWNfa5Mk369GftmXrcjVaCbREL3Ztj9Ze8nXaC4jEkWBltrxoBYdZT0c4kF+fguhqVECFMpfEHFech6AZCr6NaTCmytiezwgwa4ftjvxQxx8jiwzU31VJ/zvWiYazFVNSavueYaLFiwgL5nwoQJ6OjowL59+wpez2Qy6OrqOqJcx8ceewx9fX247LLLnO+dPn06li9fjmQyiUQiUfI9S5cuxZIlS/J/d3d3Y9y4cc5jK4qiKIqiKIqiDBWqakyOGjUKo0aNcr5vxowZ2L9/PzZt2oQzzzwTAPDMM88gl8th+vTpzv6rVq3Cxz/+8SP6rC1btuCYY46xGpIAkEgkSrZHQof+vZdojISOkl29aIaEDjhiEfuS9h13KtZAqgFQb6ejzqS0/Ec1kApARIVhaL526NhOIvu9wmHu9WYhqSzyLUJq+vVmWM0++zFjDmENVr6Bwe4uJrzSSMJ9AKAhYh88JhTDvJasLEbYsHB3h+CNIY8H4vGkEJGdDPEuAjxclXkfmYeRtfU65rSDzDNJ2tj9w+7LrKcQvWp4gdicn6bzr6w0iCvM1ccYSEV2mEfTF0FEmKTea2m/WvNaVgVf6ynmTWeldwRRUPXsldPSIMXURc7k5MmTMWfOHCxcuBArV65EOp3G4sWLMW/evLyS6xtvvIFZs2bhe9/7HqZNm5bvu2PHDvziF7/AmjVrio77k5/8BHv37sVf//Vfo6GhAevWrcOtt96Kr3zlK6LzzBq3EmZRH3KDRojBGCGGJgDkhEYhgym2ss8DgBj5LlwRT2gMCPNuXH1ZGEiUhD9WI6QjiPouhYRtSwkTQ5OFx/LCjUCWGFPMKGRKry0O5UxGhKjElqp5m28j5xMiC+wwM1DJ2ABAmOU3srxIFj5MdqtY3iPADcb+DFG+TrNQVvu5sjBWgIey9pL5kOWzZ8gxAylCs/BzD4k7QfL+qmGASI/Lnk9Zesyhsbl6JO2DjVR11Mcz2pfBxK6RkCedCXbcFOxzms15wea6WidnKhTmKlQEr0XqwpgEgIcffhiLFy/GrFmzEA6HMXfuXNx777359nQ6je3bt6Ovr1Ai/oEHHsBxxx2Hc845p+iYsVgM999/P7785S/DGIOTTz4Zd999NxYuXOj9+yiKoiiKoiiKotQzdWNMjhgxAqtXr7a2n3DCCSVLetx666249dZbS/aZM2cO5syZU7FztMF2vKS7nnGHmivzakq9Umx327Xj5aOuljQ0hwkQAUA2Yd9ls9VMAnj4MGsLsiNKE/jJ1wyizEvx4LVk3seso4xPluz8ZXL235l5Jmntyph87FpgD+MMRUgEA6kXmSOeyRwLY4WjfiXxhubI+VBFVmNvA4A08Vz2kzlN2sa8iwAwQNppvVXmmWSpBORcXdEmUjVt5mFkqRau54E0ckSqIOtLgEfslWPe11oLc3WNnVD4iHqg2e/sOJ9wRPasrUr0EHvWCr2PLD2KrQuDkCbn2ofSkSHZAXvESK2jAjzF1I0xWQ9kIQhzpVLnZAHpCHNlaq8DaXveEjV8WZF3DH6hZdaPjZ0rzFVqFDJ5bF8PMRrKSsP0yG9JQoFcn0nbiKHJjEJaUsRhvLGHHMtdSxFLnBmTAeqN0/zOaNj+Y2aJURghbczoAxzGJDHSWe4ny+9khiYApHP2vv1Z+8KEKfqya8C17mKqrGmhSqOvUgFh4QKTGYyRDNlYcwweNRiloawBSpUwxIamp/NhuIxmCUHCWKUGI8vPC/K8lIbAMqqR98Y2a+j97Fg3utaVkuPazjWTdOQR1DCmQjmTZgjlTA5+8SVFURRFURRFURSl7lHPZAXJ5Ny72e+F7dwxBbpYksdg0RAksovEdgQZrt1LWtuSiRgIr1C28810RQC5F3Gwk/uBgLU/LThD1Ij7jXtKibePeC3TpI15hwDuIWJRNqzWJguBZYI/AFe7TZBQ1kSWeIFCJMwVsjYACBn7+bDaluy4QcJck7TeqH1gWRu7flIuUZva0kkRQ70cQkVxl4cjEyMec4dC82DjI4xTHOLpwIsYjieBHfZMjJJQ1SDHZdA0HqHXMgji+5K0xRzpUSyijaUjsXvE9pmZJJ/va5lcLkRF8co5zlChtmZtRVEURVEURVEUpS5Qz2QFkZQGoUIExJvnyklhO0wspl6aq5BzlWggnkKp4AAVLyJXtmuX0cfOJt2ldnlAPLhA2Hd01bOLkbxRnqcpq1NFhUfifKc1HbefKxVJYR5fkt/JamkCvC5mI7n3GslOfSJi3+GNGLv7NUxyEAHACGtJspxJ5n3MOuoLMQ8j8xZzTzL9SC9UQ+hDWi5A6h1xIfWgSYXcWCkOgD/3mPeRRdxIo2OCPJ/CYT8CKz6ohldG+pm++rH2SJZEl5Frnd2XbF0I8Ig3l1fThu0+SKfspZ5qnpypTGjKUAlvgRqTFSWdA0ppsIgnIkHowGGkIUhMsIT5sZkwDeBKUpeNT1QYVupazIkT8YUhnkEEbxi+Fq1p8l0i5Lswo5idK6tH5VKxTJE4xnSj/cHJwlypeBGtiSk3JhMRe/hsU9RuFEZCRCHWpYpIaoeVUs4+jFRkZ8Bh2SWJ+i4zNFktL1/Pcum9J97IcgnwkFqSTLGVbTwywy5IuCU7VyZY4as+o1R5NpogYZxErM31LK05RVIPhpZUiMrX+dB+noSxJKI2gGPt53JCkHUlqyAg2VhKpes3zDWcMxWZb6qh3OwLDXNV1tklKAAAK0dJREFUFEVRFEVRFEVRykY9kxUkmQVKaWGQjVaKtAYlwHebWYgEPy45H5e3b5B3TKuxQ8sIIpRTa2Mn3cF1hc9KYJ5QgHsAqCAQ8VqCCMy4wlwbyPk2RZn30d6vJ23vxzyTLsIh5pm0jysLc6XlPTJcvIh5H2ntTzL/MmdoNTaNfXlr4sRzwDwOUVL+Q1ofGJCH1rLoBvbMc8GigKTpFGzukdYrdh23Gs89loYgvWaltbCdn+mj9A69lh2lOMjkRNdwwmvddT60RiWLaCO1uW2h4Ol0/ZYGCWUNTR0o5zhDBTUmK0h/NlQyDIeGOHqYMIIcl13cJoAxOVTwkecxlMZOuggIslBmsBDiaD8xNEloLSNClFUBoIHYS41kQctDYMn8Qs6nKcpzViKkzqQBC5W3fw9mMPYTtdZDfZmaq71Naky6nvOsnW5UkO/BQshTSXLxpPjJMoORhbaxxS5bXLJ8f1+w3EZX/UXWzkJZ48TwYwYja0uQNsCP2niQUE22oceu5wwJjOMbCgHUboXfk4WjSvORAblaMjM0g2yqsA0idk8nG+2mRDpeui2d4jnytUyoQmGuPvQwqoWGuSqKoiiKoiiKoihlo57JCtKfBkpFcSXJjjLbFebqdI4kdE+1oaQMdp2mIN6sIH1t+PI++qhtGWjnVyhC5KMfEGCnXjgGrhC1ZjLjNpNQ1hYyBkych00DTJjmUF92/ci8hEwll4XrAkAf8ej1EU9yP3H0DLA2x8Y565tK2b9LKmn/HgP99guEtTX083DmRD9RaSQeAubRZLCwUUD+fJLWdWSqqwAP02NCOg0kHJ61Me+jW4CHtUmV0Umbw3viEkGT4EuAZ7C9jy5hGmnKkTexKXLfStej/S2lFcUzSVLoucYJm8p4JsNEyK7eUM+koiiKoiiKoiiKUjbqmawg+9NAvMQGcV+vfQcmMWBPQmY1gdJxvovvyhEZbHx45nzVqRrs+lf1ljMp9RSynC9aS5LlHDslyckuNfFWSL3TcVLXEgC6Y3YP0jDiCetJ28+H5Uwy0lFHLpSjzIn1uOQaYF7LHoeHo5e095KxO0h0HnqJR5MdEwD6B+zX80A/yQ0Veh9jxLvIPI8AEGeeSeJ9ZPlXtHZugBxF6mEk+YusjeU9AnwuaEjYLyBp7mM8QXLliMAO4PZc2pB6+1IpPz4Haf6i6/ksfV4w7yMTppGKHQL+PIw2csytDX7v0frk5Li2tWrG8DVsLRPKmUC5qe8+zlBBjckKcuBgDPFcseHYs99uTI7t6bO2sZu3d1iCngt7sNZcCOwgG1M+wlgBRwhNgJDKQR+fAIWWqVHI2pKspqp9IRwkjIgtMAdy9qkxGrO39fXyKbWvxb4wZcZLb4aE2gnDzFzPMek0wQRvmIgOawOAbmIUMoOxmxjiB0l0aM8APx9m+PX3sWvE/jxI9ds/s6U/aW1zGZNUlVUYTudLZMe14LUhNVABbqDRmpDCepFUzdVhTPpIX6BiOAF+ZqlRSAWsHPMdMxildVODGIw+oLVPyX3pMl5ZXzbHsHvPFkLOrrlaJ5ytzO8elmUR1CT1+2sqiqIoiqIoiqIoVUM9kxVkf1cCsYFij2Frl12Cv+WAva2vNW5tG2jmycssDJZ5ZIxDOEGKVM5cSjVCYNn3YN5QX3Ud6TEDSMEzDyMNZSXeRyoQwkoXuDyTLEwvJRvXgYR92mRiWwAfn76EfQyIM4uWGwmT8h6+PJOsHiRrY55HwI/38SC5BpjnEeBeaOZ9HCBeSy6UIyvvAThKfDBXchVgtfDCRCnGV8gYm59ZWYwoEdRix3QL8FReOKwaqRbiepCO8POYsJxNrXkYg9QZl/ZzCWdJsHkms3Uc5hquUGmQwQ5z9okakxXkrTcbEW1oKnp9zJtvW/swlbme4Q3Wtn6XMUnU6VgbW0FGI2Qidqi1SlU1pUgNuyDHZUhDeoAAiq3CMk6u85GHq8oWw0EW0dIwPVpTK2mfNmktQEd7iqySBsg1O0AWQWxtkDOO6470ZfYHa2OhvE5jkhh+rG8fMTT7euzzqCtkWZr7GCL1TaWbKiyM9VC7LLyPwYw3ViMvCFlmoAVQv0x7Sn2w4U3d29NzjyE2CoU5nK7fkl4HAWpC2giSNsSMNxq2Lcxldn3HTFRm4LHvYctHZnnKtY4ak8XU76+pKIqiKIqiKIqiVA31TFaQps4UoiVC4Fr224UT9o1rtbZ1j7B7JtON/Kejyf9h2a5xkFBVqXeN7rR6EhIK4kWUHNMZmiT0MEpx7mCn7L9JLE3UDYUhfKyfK0SPhsxliZeQeO9p6GwA8SL2VVKkjdU7ZLdIkKgu6fkcJF7CXodnknkf+8W1G2WqqwD3amZ67d+zoZ8oeAu99877wEMIH70PHH2Z55LN67UmhFJrStw+BG/IFAoAyJLnhVRIh4WysjBWQC6yQ69n4VrDFTbKImCknxnEQ89SoMTnY7lHTI3dO+Wgaq7FqDFZQY7dcxCxWPED/60xLdY+b7cXh8UepqHNvnhojttzLYPgK+dCajAOdq4lwMM42WdKy1u4ktfEYWjCxVXEsXpgeSesyLk8lNW+sggSTsdUI9lx2bi6jUl7G/u5iI1ODTumFue6rNj5MIORldtg+YvBSnFU3mBkeY+uz2zot3/RxICsxEec3QeO3OGhtGixESTfy0eqhS+k4aE+DE0ggII3OS4zCF2pDdIyHgxpCJ+zJA1TZWV9Wb8g4d5CrY1qbORUEw1zLUbDXBVFURRFURRFUZSyUc9kBTGhUMmk6bc6mq19Wkfbd7CbSU06Vy0qBtstTAsL0rtgHr0YCcmVeh+Zyl4QjyYNzWGiAWS31LXT6kPoQlpTy/WZzGvJ+sVSslDWIDt70Qgbd+6V8gG7v7LG/j3TpF8kxPrx80mR4/aRkFNeL9Pe5lJPZe0pEuYq9T6yMFYASJC4XOZh5G0kBJZ4793h3pUP4aMCIQ4vodQjIw3Dc33HwRaIk3oXgxyXhpySaAK2JnAeVxjKmgggGOVDsZXV7RbLXsOhns/EEMmaiV0/VHzR0c68luz5bU2LIekytU44aypUZ7J+x+C9qGdSURRFURRFURRFKRv1TFaQfce1IpoozoEcfpzd+3jsSHvuY0OjfbfH5V0T1wIkO5SsH0vCB+SeQumOMdudc52rFLbT2kBzobhnUlpnUSqR7vJMMlEbmmvIPKzC3WTXubpyVqyfWWO5DOx0eG4j83byzySpfdTDyEpxSHMbAT7/SMt0MO8j8zwCQANpb2RtPSSfkolNkXuECXkAQNLhkag0Lk8g82qy8gTse1JPqeN82OhUIw9RCvc+yjyIrB8ApFJkPUGOKxWUctYW9lD+g/UzVahvKm1L5fg8wErVpUh95cZe+5wWt8xpGZIDXuuETYVyJknEUb2hxmQFCR8HhBuLHyDtY/qsfUa02hcdrBi5i4GsfcLtS9gncbbwInolyJAFpAuu9Er6UaVXe79MJkCYK3mwsocjWySyheeh48pqz0lV3VyhF1RRcZBrdTk/j4XIxutnIpeK87Ariwn3AFxkx4fB2N/HH0ds0So1GGPkvmTGIiA3GNlxmUHEagsHEfqQEiR0lolf+QplpecjNApZCCh9PpF7z2W8Mdhx2WZMkrS5ws9pbV0SykhTIoTpEq7jSmHPxCwZHl/CV9JUHVc/du+xENi2N8tf39SzMYkKqbk6VfDqCA1zVRRFURRFURRFUcpGPZMV5H3H9yDeXLwrdsKx9p3otgQRpiGmvks8g8nzx8nuVG/Efq79RPSH7k6C7+76KPERRCyIHpeEPDVIPZPEiwG4PSQ2fO3w+6rvaSNI3SzmuRXLxHvaTaSh2SQchnkY2an28+hqJMkc4sP7yDyPzs8kx2XeR+pddHkmyX3bRGqgJEmNYNaWJeGfVCAkAEEiGBhMoIfOTcLyH876ellZmKfruWfD1/OJpXCw+4t9D9d3zCTtn5kQlnVi3kVnmOsgR8dUo+yOr+uHhbkyzySLmmjt6i99vFTp1+sBLQ1SjBqTFeSkUWk0lFBgPb7ZfsEME4pGshA0ADiYZkaqfSKKEbsmHLJ/KFMXA1xFkWUTo7e8ExZmRMJ2mNoiyylgC0+ALzDZBM9yj4IoMUqR5j6yHE2XEq5UCdbXAkGq1Cit+cj6MWMRcKmnChemwgUtwA3GUL/9d2YbOTTv0bHJw+5btrhKNtrbUuReZwZjkA0eqcHoI5wQ4HOTFGd9PSZGKTQYGUFCWelxhbmPVEeBGIuAo36wMN8/SP3gwSbI9cpqFmdJro4vY5LB1Fz7WhPWtmP29pZ8PZWWbZLXAqrmWoyGuSqKoiiKoiiKoihlo57JCjJ5uEHTsOKdhlFElTURIfWCjH33qcfhlWuI2HeRwqT2HHNKRUL2xl5HqOoAqemXJt4attNK1VyJU8FVN4vt+jFPF1NlZTu0rtpPPCzO7uVgx/UVqurDyxElYi8uj4Mhu+o+wqGChGxTERByWNbG7i1n+Bq5T1hdR3Z/8WM6PEAkKkAqcMUiBlzh5ey+HGiOi/rxSAP53q9UjTLnIQUhCL7mLTavZ8LCUFZWdzhA7UqpuiyN5GH3lkMoxYf30YfIG8CvH2m0jre0D/I9fUVlhcn3ZHNT3zD7fGd77qd54EdNE6qQAE81QqR9oZ5JRVEURVEURVEUpWzUM1lBJg5PoqW12D4/tsG+sxci9nyK7Fp0O8QqEqzcRsjel3kfI8SjCQTZnWP1ImW1JKW7twDf9YtkZLuwbPd2gORXAdz7SL0cJMdBWn/RhTRHkeWb0s9z5P1J8z995G25oCUIhLmWNIfKsbvNas4y76M4n9LhmUwk7Z7CBCmKaatzBnCPpuse6Rd6H6WeSeoRdwnMkDbpPcvuEXetWnlZEQnsOwYhQ/LaMmlPyysydux7xjKkhinpx8p0AINfB9mFdM5nOcmsvqm0nwt6j4iPymH3njRqImXpl0nWr1cunMtRLYdyjjNUUGOygryvpQmtLU1Fr8fDjdY+hhhS6dyAtS0R6aHnEgtLk5uJAULCbl0169izwdVXQpCC0ay9ISt7ILMHAysGDPBJnC1MmZhHLsBDji1mwkyd2CGWYz0mrfHlUBEO23+vWlNS81HknIvhOIqRS4V0hCI7THUV4IYfb7PPheye7Wu1G4sAv798hLIaFmoXZPFNFpDUGAhQHN5HofdA4Y+kLzOmfMwhrmMyQ12qkCrt5+orFVYLRuXTOwZbwdyFN0Vx9j3jZJ6Ikd85VrpfuL+2xrQcVM21GA1zVRRFURRFURRFUcpGPZMVZHi4Da3h5uKGtN3DiKhdUjkXa7F3C/Fd8xD2W9vSOfsuPosGSmaJ4IRjZ3yAhOlFuEPCChUsEba52tkudZSEwLJwF1c4XbJB5n0kDnHEo8Rj5xCHYCHETH4+GSaeUmEIn2vXPEhooA/odcnGlez7sX7M++gKK+2ntSRlNR+lJTwAeRkPJsAjLeEB2MO3AB76xryPdC5gXgPXk1wowMMwTJwnQFhpNe5L5l2jnlvh5wWpnTv4nkkeUeJDSEcqlOOChcAG8bRLocf18JnO9BYytvGEfX5uKlES7zDDhpWem9N9dVxnUkuDFKHGZAUxnf8PprehuIEYb4gXh8UeJtwyytrWPGwkPZccyZI5tqHL2tZPijf3ktqVDY48hTiZw3yUNWTFm101viJCVVa2GJbmUAE8LI4ZjE3N9gme1QV1KZJKwzFTJCR1gBiaQYxJ9vBkv1c1VNbYdcnGgOU2MoORGYuuvlKDkSur8tB8Fq7KfkseJi7LRwZ4TrI0X5ncBggT5W8XNIec5R2zxSczIjzVqmUEMdCkx2VIDSlXjUU25/HcR5LbGCBnUlo/mMEMRrZR4yIXlm0aMCM0yjYsHcaCr5rO1s9zGOLhuP184wn79WMzGAFgZHtpozHVW7/GZMhUSM3VDB1jUsNcFUVRFEVRFEVRlLJRz2QFMTtfhSEKf6UIDW+1H2+UPTzWtZ/V2Gw/bjqXtLa1RO2f2Ug8S42kriUANJDQyRjb2RPW42JeHqdqJPGAsFA75rXsGV7CY/0OLIwVANLEQ9LSSOrksfqmZJcxiGeStSXJuLPfuS9n//4uUZ90nHk87fdBrSXGM+8j8wazMXfdByyUNdJrH3fmYWQexAZS89F1XAYLZWVh4sy7CHCPZ5a0sR1+du/RuroOtV/mkaAh1OS6C9F6q47zoa2VJ0joqI/auTTawuGZ9OFhlIrHuZAK17CxC+IRipJ618wbKg2t9SXcQ2tiBvgeyZx93mLRTE0t9nm9wxJ8l6xjIVMV4ClGjckKktm2B5mGEguXsP1hHR170NoWIlLeJsqN1igJn22I2HMx2xK91rbuNDGWHGqTvWRRwmwptriShlvmHNEV0iLnbNHa3yIPp2NGodRgbGiUG5MMmm8alT092EK5P83z2mjpB5K75mtxJR1bMoVQgijEmh4S1k6NQtn909gjVaDm99cA2eDjOZP8vsw22xdeDSS/iBmTUlyLVvZbUyOVlL4IUl6IlxyRG1o2XAYICy2Vhtn7CDkFgDjZQJMaxWwuTHsqI0UJMP9K819zYWl5KtnnAX6MVJqvHeSeJfclW4cca1F4HyBpU7WOGpPF1E2Y6ze+8Q3MnDkTTU1NaGtrO6I+xhgsW7YMY8aMQWNjI2bPno1XXnml4D1dXV245JJL0Nraira2NlxxxRXo6eFlNxRFURRFURRFUY526sYzmUqlcPHFF2PGjBlYtWrVEfW54447cO+99+K73/0uTjzxRNx4440499xz8fLLL6Oh4VDY4SWXXII9e/Zg3bp1SKfTuPzyy7Fo0SKsXr267HPsfekgIiXC6mIJ+86VOWjfqY8Rd0SoyR42CQCmwR7m2nDMWGtbMmL3TLbF7S49l2eyhxRwlorzsDJVrNYdK2IOyENZ324voeT7DiyU1TTysYsn7NcI8z7GyXXHvCNSDyLg8Ewy4RFhOPP+DL8P0gdJmCcTNhLWQAvi1ZV64aW4hKiY90Ra19Gl2Mpg3se+YXZVbBoxQNpCLXzMW5rt92UQgSsbUiVgX7DPzDr2qamCrFDYx5fIDpvzmdIp68dCTl2h+8wrxbzFSVbDtAp1FMXhqgEEiqJCwRvm7QwmCCT7TaTCPdkAz3Y2byWi9rZjLIEh/eVlhNUU4awJ9Kx/93GGCnVjTN58880AgIceeuiI3m+MwT333IMbbrgBF154IQDge9/7Htrb2/HEE09g3rx52LZtG9auXYsXXngBZ511FgDgvvvuw/nnn4+77roLY8fajS5FURRFURRFUZSjmboxJstl165d6OzsxOzZs/OvDR8+HNOnT8eGDRswb948bNiwAW1tbXlDEgBmz56NcDiMjRs34hOf+ERZn9n5SiN6osU73Y3D7DuNxyT7rG1NxGUXc3gmQy2k5EjDMGtbY8Lu0WxL2D2T3Y7dwv12rRMqzhMOCctQEHGR5n5S9xM8r2tA6OUYIF4VVw6V1Iso7ZeIO6TghZvY6ZwsJyWTtnuzBkiuBsDz3miJhirkMsjzKf2cq4/SBszr0jeMb1X3C3Mf+1rt/eLDmKiEQxCIXHs+fpM0me9cXmbm+fch+pNyVGD0Jexj7RdAgEfqfWS5jcx7xoSdAHmdUp4vKPdaSj2MLPIhEML5h3mJmCcwWM4k6Us+M0PEEAPVVmZzPpknWHRZS6x0P1YGqebJVah8WB2LEL2Xev45KZ2dnQCA9vb2gtfb29vzbZ2dnRg9enRBezQaxYgRI/LvKUUymUQy+b/WUXd3NwBg88ZeNIaKh7TjffaFzglJe6HAjohdnCfcwhdekVa7yA4aSQjs6InWtiQR7mmN8TzTRmK8sHBeBhUXSdrbXKF2rP3t0SSUlQl2xFkxYP5QlYaySg3GBkclbmlUD5t7I6ToMRXgcfyWfQn7pgt7IMeTxFBgxbYDhKNKVXJ9hT9KFQOlIViucDF2fzGDsWmE/bdsIfXRGpv4tRUloV3SkGUeJk5C7RxpBlRlOUzCvcn3YAas6z5gCrJGOD5BkNaopAqpQoPRpSLM7pMsMzLIfRlEdVSqdsvm3yCw78I2uphxEHPU2pScC+CnniY7pssAkm6isik/ZplDbK/XAyrAU0xVjcnrr78et99+O33Ptm3bcMoppwzSGR0ZK1asyIfdvpt+U3rx0UsegD1kh7Y7ZV/MZEheEgBEeu2uwNBBu4cx1EDUXDN2L2pPH5dI7Tton4wHesgOd6+9Ld1HckcGSL+U/XsAQCpt/y7pFDNgiVregH1DIRPjv2U6al/wpkPM6LG3RbJEEdDxjCcCj7wfmTfJpY50H7sP+EM+O2D/nuw6CLF7L2n/LSP9/OGQ7iPlfrJkl5rMIekk8VgRYzszwK87Q3bxM0lyTabs3zGVZv34b8nvL3KuZAzSEfsYRMGNSTPIxiRL4w1iTGZIfjk7Li1XQ44JAFl2vimi9EqMgQhTOU3xDbswud/DKfs1EiZRE+xcM2QDNe3w6mYMMSZJaYdaMyaZYWOI1zLnMOyoUjCLoCJN0kW/c1zJbcA2XNLkIZ0my/oM2SQFHM9LssZL9tqfpba1X1/PoeMZU38GVTrjKAkwyMepBapqTF5zzTVYsGABfc+ECRNEx+7o6AAA7N27F2PGjMm/vnfvXkydOjX/nn379hX0y2Qy6OrqyvcvxdKlS7FkyZL832+88QZOPfVULDG/AkrdF6+TE2VtPydtiqIoiqIoilJFniJt9zn6Hjx4EMOHD6/k6XgjHo+jo6MD//epqyt2zI6ODsTjdaxG9A5VNSZHjRqFUaNGeTn2iSeeiI6ODqxfvz5vPHZ3d2Pjxo248sorAQAzZszA/v37sWnTJpx55pkAgGeeeQa5XA7Tp0+3HjuRSCCR+F/1wJaWFrz22msYNmwYDh48iHHjxuG1115Da6s9nFSR093drWPsGR1j/+gY+0fH2D86xv7RMfaPjrF/3j3Gh9fL9SR02dDQgF27diGV4vn05RCPx/PVJeqZusmZ3L17N7q6urB7925ks1ls2bIFAHDyySejpeVQLt8pp5yCFStW4BOf+ARCoRCuvvpq/OM//iMmTpyYLw0yduxYXHTRRQCAyZMnY86cOVi4cCFWrlyJdDqNxYsXY968eWVd4OFwGMcddxwAIPSOYExra6tOSJ7RMfaPjrF/dIz9o2PsHx1j/+gY+0fH2D+Hx7hePJLvpqGhYUgYf5WmbozJZcuW4bvf/W7+7zPOOAMA8Oyzz+IjH/kIAGD79u04cOBA/j1f/epX0dvbi0WLFmH//v340Ic+hLVr1xZcCA8//DAWL16MWbNmIRwOY+7cubj33nsH50spiqIoiqIoiqLUKSFTj9mvNUx3dzeGDx+OAwcO6O6WJ3SM/aNj7B8dY//oGPtHx9g/Osb+0TH2j47x0EWoy6jYSCQSuOmmmwpyKpXKomPsHx1j/+gY+0fH2D86xv7RMfaPjrF/dIyHLuqZVBRFURRFURRFUcpGPZOKoiiKoiiKoihK2agxqSiKoiiKoiiKopSNGpOKoiiKoiiKoihK2agxKeAb3/gGZs6ciaamJrS1tR1RH2MMli1bhjFjxqCxsRGzZ8/GK6+8UvCerq4uXHLJJWhtbUVbWxuuuOIK9PT0ePgGtU+5Y/Hqq68iFAqV/Pfoo4/m31eq/ZFHHhmMr1RTSK61j3zkI0Vj9/d///cF79m9ezcuuOACNDU1YfTo0bj22muRyWR8fpWapdwx7urqwhe+8AVMmjQJjY2NOP744/HFL36xoNwRoNfw/fffjxNOOAENDQ2YPn06fvOb39D3P/roozjllFPQ0NCAKVOmYM2aNQXtRzI3H02UM77f+c538H/+z//BMcccg2OOOQazZ88uev+CBQuKrtc5c+b4/ho1TTlj/NBDDxWN33vr3Ok1XEw5Y1zq2RYKhXDBBRfk36PXcSG/+MUv8LGPfQxjx45FKBTCE0884ezz3HPP4YMf/CASiQROPvlkPPTQQ0XvKXd+V2oEo5TNsmXLzN13322WLFlihg8ffkR9brvtNjN8+HDzxBNPmN///vfm4x//uDnxxBNNf39//j1z5swxH/jAB8yvf/1r88tf/tKcfPLJ5jOf+Yynb1HblDsWmUzG7Nmzp+DfzTffbFpaWszBgwfz7wNgHnzwwYL3vfs3OFqQXGtnn322WbhwYcHYHThwIN+eyWTMaaedZmbPnm02b95s1qxZY0aOHGmWLl3q++vUJOWO8datW80nP/lJ8+STT5odO3aY9evXm4kTJ5q5c+cWvO9ovoYfeeQRE4/HzQMPPGBeeukls3DhQtPW1mb27t1b8v2/+tWvTCQSMXfccYd5+eWXzQ033GBisZjZunVr/j1HMjcfLZQ7vp/97GfN/fffbzZv3my2bdtmFixYYIYPH25ef/31/Hvmz59v5syZU3C9dnV1DdZXqjnKHeMHH3zQtLa2FoxfZ2dnwXv0Gi6k3DF+6623Csb3D3/4g4lEIubBBx/Mv0ev40LWrFlj/uEf/sE8/vjjBoD50Y9+RN//P//zP6apqcksWbLEvPzyy+a+++4zkUjErF27Nv+ecn83pXZQYzIADz744BEZk7lcznR0dJg777wz/9r+/ftNIpEwP/jBD4wxxrz88ssGgHnhhRfy7/nZz35mQqGQeeONNyp+7rVMpcZi6tSp5u/+7u8KXjuSSW+oIx3fs88+23zpS1+ytq9Zs8aEw+GChc63vvUt09raapLJZEXOvV6o1DX8wx/+0MTjcZNOp/OvHc3X8LRp08xVV12V/zubzZqxY8eaFStWlHz/pz71KXPBBRcUvDZ9+nTzuc99zhhzZHPz0US54/teMpmMGTZsmPnud7+bf23+/PnmwgsvrPSp1i3ljrFrnaHXcDFBr+N//ud/NsOGDTM9PT351/Q6tnMkz6SvfvWr5v3vf3/Ba5/+9KfNueeem/876O+mVA8Ncx0Edu3ahc7OTsyePTv/2vDhwzF9+nRs2LABALBhwwa0tbXhrLPOyr9n9uzZCIfD2Lhx46CfczWpxFhs2rQJW7ZswRVXXFHUdtVVV2HkyJGYNm0aHnjgAZijrDpOkPF9+OGHMXLkSJx22mlYunQp+vr6Co47ZcoUtLe3518799xz0d3djZdeeqnyX6SGqdT9fLi4czQaLXj9aLyGU6kUNm3aVDCPhsNhzJ49Oz+PvpcNGzYUvB84dE0efv+RzM1HC5LxfS99fX1Ip9MYMWJEwevPPfccRo8ejUmTJuHKK6/EW2+9VdFzrxekY9zT04Px48dj3LhxuPDCCwvmU72GC6nEdbxq1SrMmzcPzc3NBa/rdSzHNRdX4ndTqkfU/RYlKJ2dnQBQsMg+/Pfhts7OTowePbqgPRqNYsSIEfn3HC1UYixWrVqFyZMnY+bMmQWv33LLLfjoRz+KpqYmPPXUU/j85z+Pnp4efPGLX6zY+dc60vH97Gc/i/Hjx2Ps2LF48cUXcd1112H79u14/PHH88ctdY0fbjuaqMQ1/Oabb2L58uVYtGhRwetH6zX85ptvIpvNlrzG/vjHP5bsY7sm3z3vHn7N9p6jBcn4vpfrrrsOY8eOLVgQzpkzB5/85Cdx4oknYufOnfja176G8847Dxs2bEAkEqnod6h1JGM8adIkPPDAAzj99NNx4MAB3HXXXZg5cyZeeuklHHfccXoNv4eg1/FvfvMb/OEPf8CqVasKXtfrOBi2ubi7uxv9/f14++23A88/SvVQY/Idrr/+etx+++30Pdu2bcMpp5wySGc09DjSMQ5Kf38/Vq9ejRtvvLGo7d2vnXHGGejt7cWdd945JBbivsf33UbNlClTMGbMGMyaNQs7d+7ESSedJD5uPTFY13B3dzcuuOACnHrqqfj6179e0DaUr2GlfrntttvwyCOP4LnnnisQiJk3b17+/1OmTMHpp5+Ok046Cc899xxmzZpVjVOtK2bMmIEZM2bk/545cyYmT56Mf/u3f8Py5cureGZDk1WrVmHKlCmYNm1awet6HSuKHTUm3+Gaa67BggUL6HsmTJggOnZHRwcAYO/evRgzZkz+9b1792Lq1Kn59+zbt6+gXyaTQVdXV75/vXOkYxx0LB577DH09fXhsssuc753+vTpWL58OZLJJBKJhPP9tcxgje9hpk+fDgDYsWMHTjrpJHR0dBQpr+3duxcA9BrGkY/xwYMHMWfOHAwbNgw/+tGPEIvF6PuH0jXMGDlyJCKRSP6aOszevXutY9rR0UHffyRz89GCZHwPc9ddd+G2227D008/jdNPP52+d8KECRg5ciR27Nhx1C3Cg4zxYWKxGM444wzs2LEDgF7D7yXIGPf29uKRRx7BLbfc4vyco/k6lmCbi1tbW9HY2IhIJBL43lCqh+ZMvsOoUaNwyimn0H/xeFx07BNPPBEdHR1Yv359/rXu7m5s3Lgxv+M4Y8YM7N+/H5s2bcq/55lnnkEul8sv2uudIx3joGOxatUqfPzjH8eoUaOc792yZQuOOeaYIbEIH6zxPcyWLVsAIL+AmTFjBrZu3VpgRK1btw6tra049dRTK/Mlq4zvMe7u7sY555yDeDyOJ598sqgEQCmG0jXMiMfjOPPMMwvm0Vwuh/Xr1xd4bt7NjBkzCt4PHLomD7//SObmowXJ+ALAHXfcgeXLl2Pt2rUFOcI2Xn/9dbz11lsFhs/RgnSM3002m8XWrVvz46fXcCFBxvjRRx9FMpnE3/7t3zo/52i+jiW45uJK3BtKFam2AlA98qc//cls3rw5X3pi8+bNZvPmzQUlKCZNmmQef/zx/N+33XabaWtrMz/+8Y/Niy++aC688MKSpUHOOOMMs3HjRvPf//3fZuLEiUd1aRA2Fq+//rqZNGmS2bhxY0G/V155xYRCIfOzn/2s6JhPPvmk+c53vmO2bt1qXnnlFfOv//qvpqmpySxbtsz796k1yh3fHTt2mFtuucX89re/Nbt27TI//vGPzYQJE8yHP/zhfJ/DpUHOOeccs2XLFrN27VozatSoo7o0SDljfODAATN9+nQzZcoUs2PHjgIJ+kwmY4zRa/iRRx4xiUTCPPTQQ+bll182ixYtMm1tbXkF4UsvvdRcf/31+ff/6le/MtFo1Nx1111m27Zt5qabbipZGsQ1Nx8tlDu+t912m4nH4+axxx4ruF4PPwsPHjxovvKVr5gNGzaYXbt2maefftp88IMfNBMnTjQDAwNV+Y7Vptwxvvnmm81//dd/mZ07d5pNmzaZefPmmYaGBvPSSy/l36PXcCHljvFhPvShD5lPf/rTRa/rdVzMwYMH82tfAObuu+82mzdvNn/605+MMcZcf/315tJLL82//3BpkGuvvdZs27bN3H///SVLg7DfTald1JgUMH/+fAOg6N+zzz6bfw/eqQV3mFwuZ2688UbT3t5uEomEmTVrltm+fXvBcd966y3zmc98xrS0tJjW1lZz+eWXFxioRxOusdi1a1fRmBtjzNKlS824ceNMNpstOubPfvYzM3XqVNPS0mKam5vNBz7wAbNy5cqS7x3qlDu+u3fvNh/+8IfNiBEjTCKRMCeffLK59tprC+pMGmPMq6++as477zzT2NhoRo4caa655pqCshZHE+WO8bPPPltyXgFgdu3aZYzRa9gYY+677z5z/PHHm3g8bqZNm2Z+/etf59vOPvtsM3/+/IL3//CHPzR/9Vd/ZeLxuHn/+99v/vM//7Og/Ujm5qOJcsZ3/PjxJa/Xm266yRhjTF9fnznnnHPMqFGjTCwWM+PHjzcLFy486heH5Yzx1VdfnX9ve3u7Of/8883vfve7guPpNVxMufPEH//4RwPAPPXUU0XH0uu4GNvz6vC4zp8/35x99tlFfaZOnWri8biZMGFCwRr5MOx3U2qXkDFHgaa8oiiKoiiKoiiKUlE0Z1JRFEVRFEVRFEUpGzUmFUVRFEVRFEVRlLJRY1JRFEVRFEVRFEUpGzUmFUVRFEVRFEVRlLJRY1JRFEVRFEVRFEUpGzUmFUVRFEVRFEVRlLJRY1JRFEVRFEVRFEUpGzUmFUVRFEVRFEVRlLJRY1JRFEVRFEVRFEUpGzUmFUVRFEVRFEVRlLJRY1JRFEVRFEVRFEUpGzUmFUVRlCHDX/7yF3R0dODWW2/Nv/b8888jHo9j/fr1VTwzRVEURRl6hIwxptonoSiKoiiVYs2aNbjooovw/PPPY9KkSZg6dSouvPBC3H333dU+NUVRFEUZUqgxqSiKogw5rrrqKjz99NM466yzsHXrVrzwwgtIJBLVPi1FURRFGVKoMakoiqIMOfr7+3Haaafhtddew6ZNmzBlypRqn5KiKIqiDDk0Z1JRFEUZcuzcuRN//vOfkcvl8Oqrr1b7dBRFURRlSKKeSUVRFGVIkUqlMG3aNEydOhWTJk3CPffcg61bt2L06NHVPjVFURRFGVKoMakoiqIMKa699lo89thj+P3vf4+WlhacffbZGD58OH76059W+9QURVEUZUihYa6KoijKkOG5557DPffcg+9///tobW1FOBzG97//ffzyl7/Et771rWqfnqIoiqIMKdQzqSiKoiiKoiiKopSNeiYVRVEURVEURVGUslFjUlEURVEURVEURSkbNSYVRVEURVEURVGUslFjUlEURVEURVEURSkbNSYVRVEURVEURVGUslFjUlEURVEURVEURSkbNSYVRVEURVEURVGUslFjUlEURVEURVEURSkbNSYVRVEURVEURVGUslFjUlEURVEURVEURSkbNSYVRVEURVEURVGUslFjUlEURVEURVEURSmb/x+0gAoMLowt/wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.pcolormesh(X, Y, np.abs(ref-baseline), shading='auto', cmap='Spectral_r')\n",
    "plt.colorbar()\n",
    "\n",
    "plt.title('Absolute Error for Helmholtz Equation')\n",
    "plt.xlabel('x')\n",
    "\n",
    "plt.ylabel('y')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6377dd74-ccd8-481e-91b4-25ff7e1e4cc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savez('../../Plots/data/eq2-base.npz', x=x, y=y, baseline=baseline, ref=ref)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c7c47c9-8a93-49b6-a86a-070965573458",
   "metadata": {},
   "source": [
    "### Training Adaptive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7832afd8-8bdb-4ab5-9571-f4577e0f0e2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize model\n",
    "layer_dims = [2, 8, 8, 1]\n",
    "model = KAN(layer_dims=layer_dims, k=3, const_spl=False, const_res=False, add_bias=True, grid_e=1.0)\n",
    "variables = model.init(jax.random.PRNGKey(0), jnp.ones([1, 2]))\n",
    "\n",
    "# Define learning rates for scheduler\n",
    "lr_vals = dict()\n",
    "lr_vals['init_lr'] = 0.001\n",
    "lr_vals['scales'] = {0 : 1.0, 20_000 : 0.2, 40_000 : 0.5, 60_000 : 0.5, 80_000 : 0.5}\n",
    "\n",
    "# Define epochs for grid adaptation\n",
    "adapt_every = 200\n",
    "adapt_stop = 70000\n",
    "grid_adapt = [i * adapt_every for i in range(1, (adapt_stop // adapt_every) + 1)]\n",
    "\n",
    "# Define epochs for grid extension, along with grid sizes\n",
    "grid_extend = {0 : 3, 20_000 : 7, 40_000: 15}\n",
    "\n",
    "# Define global loss weights\n",
    "glob_w = [jnp.array(0.01, dtype=float), jnp.array(1.0, dtype=float), jnp.array(1.0, dtype=float),\n",
    "          jnp.array(1.0, dtype=float), jnp.array(1.0, dtype=float)]\n",
    "\n",
    "# Initialize RBA weights\n",
    "loc_w = [jnp.ones((collocs.shape[0],1)), jnp.ones((BC1_colloc.shape[0],1)),\n",
    "         jnp.ones((BC2_colloc.shape[0],1)), jnp.ones((BC3_colloc.shape[0],1)), jnp.ones((BC4_colloc.shape[0],1))]\n",
    "\n",
    "# Perform adaptive collocation point sampling\n",
    "colloc_adapt = dict({'M' : 2**17, 'k' : jnp.array(1.0, dtype=float), 'c' : jnp.array(1.0, dtype=float)})\n",
    "colloc_adapt['epochs'] = [60_000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4c1cecc2-d43d-4383-8814-4ff603f82941",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0: Performing grid update\n",
      "Epoch 20000: Performing grid update\n",
      "Epoch 40000: Performing grid update\n",
      "Total Time: 1827.7385675907135 s\n",
      "Average time per iteration: 0.0183 s\n"
     ]
    }
   ],
   "source": [
    "num_epochs = 100000\n",
    "\n",
    "model, variables, train_losses2 = train_PIKAN(model, variables, pde_loss, collocs, bc_collocs, bc_data, glob_w=glob_w, \n",
    "                                             lr_vals=lr_vals, adapt_state=True, loc_w=loc_w, nesterov=True, \n",
    "                                             num_epochs=num_epochs, grid_extend=grid_extend, grid_adapt=grid_adapt, \n",
    "                                             colloc_adapt={'epochs' : []})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d7adc28b-2c5d-484d-b3f0-3fae147fbb4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L^2 Error = 0.1021%\n"
     ]
    }
   ],
   "source": [
    "# Also calculate analytical solution\n",
    "def helm_exact(x,y):\n",
    "    a1 = 1.0\n",
    "    a2 = 4.0\n",
    "    return np.sin(a1*np.pi*x)*np.sin(a2*np.pi*y)\n",
    "\n",
    "N_x, N_y = 100, 256\n",
    "\n",
    "x = np.linspace(-1.0, 1.0, N_x)\n",
    "y = np.linspace(-1.0, 1.0, N_y)\n",
    "X, Y = np.meshgrid(x, y, indexing='ij')\n",
    "coords = np.stack([X.flatten(), Y.flatten()], axis=1)\n",
    "\n",
    "output, _ = model.apply(variables, jnp.array(coords))\n",
    "adaptive = np.array(output).reshape(N_x, N_y)\n",
    "\n",
    "ref = helm_exact(X, Y)\n",
    "\n",
    "l2err = jnp.linalg.norm(adaptive-ref)/jnp.linalg.norm(ref)\n",
    "print(f\"L^2 Error = {l2err*100:.4f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b263ffa3-41f2-407d-a507-b3c3a2f59ac8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b56790ab-26eb-48ef-a3f5-120cd9fe4c84",
   "metadata": {},
   "source": [
    "### Final Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "286f3bf5-7b85-44f7-b3fc-44bae9b6ec6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[3m                                  KAN Summary                                   \u001b[0m\n",
      "┏━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓\n",
      "┃\u001b[1m \u001b[0m\u001b[1mpath    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mmodule  \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1minputs     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1moutputs    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mparams     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mstate       \u001b[0m\u001b[1m \u001b[0m┃\n",
      "┡━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩\n",
      "│          │ KAN      │ \u001b[2mfloat32\u001b[0m[40… │ -           │ bias_0:     │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[40… │ \u001b[2mfloat32\u001b[0m[8]  │              │\n",
      "│          │          │             │ - -         │ bias_1:     │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[8,… │ \u001b[2mfloat32\u001b[0m[8]  │              │\n",
      "│          │          │             │   -         │ bias_2:     │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[8,… │ \u001b[2mfloat32\u001b[0m[1]  │              │\n",
      "│          │          │             │   -         │             │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[1,… │ \u001b[1m17 \u001b[0m\u001b[1;2m(68 B)\u001b[0m   │              │\n",
      "├──────────┼──────────┼─────────────┼─────────────┼─────────────┼──────────────┤\n",
      "│ layers_0 │ KANLayer │ \u001b[2mfloat32\u001b[0m[40… │ -           │ c_basis:    │ grid:        │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[40… │ \u001b[2mfloat32\u001b[0m[16… │ \u001b[2mfloat32\u001b[0m[16,… │\n",
      "│          │          │             │ -           │ c_res:      │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[8,… │ \u001b[2mfloat32\u001b[0m[16] │ \u001b[1m160 \u001b[0m\u001b[1;2m(640 B)\u001b[0m  │\n",
      "│          │          │             │             │ c_spl:      │              │\n",
      "│          │          │             │             │ \u001b[2mfloat32\u001b[0m[16] │              │\n",
      "│          │          │             │             │             │              │\n",
      "│          │          │             │             │ \u001b[1m128 \u001b[0m\u001b[1;2m(512 B)\u001b[0m │              │\n",
      "├──────────┼──────────┼─────────────┼─────────────┼─────────────┼──────────────┤\n",
      "│ layers_1 │ KANLayer │ \u001b[2mfloat32\u001b[0m[40… │ -           │ c_basis:    │ grid:        │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[40… │ \u001b[2mfloat32\u001b[0m[64… │ \u001b[2mfloat32\u001b[0m[64,… │\n",
      "│          │          │             │ -           │ c_res:      │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[8,… │ \u001b[2mfloat32\u001b[0m[64] │ \u001b[1m640 \u001b[0m\u001b[1;2m(2.6 KB)\u001b[0m │\n",
      "│          │          │             │             │ c_spl:      │              │\n",
      "│          │          │             │             │ \u001b[2mfloat32\u001b[0m[64] │              │\n",
      "│          │          │             │             │             │              │\n",
      "│          │          │             │             │ \u001b[1m512 \u001b[0m\u001b[1;2m(2.0 \u001b[0m   │              │\n",
      "│          │          │             │             │ \u001b[1;2mKB)\u001b[0m         │              │\n",
      "├──────────┼──────────┼─────────────┼─────────────┼─────────────┼──────────────┤\n",
      "│ layers_2 │ KANLayer │ \u001b[2mfloat32\u001b[0m[40… │ -           │ c_basis:    │ grid:        │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[40… │ \u001b[2mfloat32\u001b[0m[8,… │ \u001b[2mfloat32\u001b[0m[8,1… │\n",
      "│          │          │             │ -           │ c_res:      │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[1,… │ \u001b[2mfloat32\u001b[0m[8]  │ \u001b[1m80 \u001b[0m\u001b[1;2m(320 B)\u001b[0m   │\n",
      "│          │          │             │             │ c_spl:      │              │\n",
      "│          │          │             │             │ \u001b[2mfloat32\u001b[0m[8]  │              │\n",
      "│          │          │             │             │             │              │\n",
      "│          │          │             │             │ \u001b[1m64 \u001b[0m\u001b[1;2m(256 B)\u001b[0m  │              │\n",
      "├──────────┼──────────┼─────────────┼─────────────┼─────────────┼──────────────┤\n",
      "│\u001b[1m \u001b[0m\u001b[1m        \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m        \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m           \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m      Total\u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m721 \u001b[0m\u001b[1;2m(2.9 \u001b[0m\u001b[1m  \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m880 \u001b[0m\u001b[1;2m(3.5 KB)\u001b[0m\u001b[1m \u001b[0m│\n",
      "│\u001b[1m          \u001b[0m│\u001b[1m          \u001b[0m│\u001b[1m             \u001b[0m│\u001b[1m             \u001b[0m│\u001b[1m \u001b[0m\u001b[1;2mKB)\u001b[0m\u001b[1m        \u001b[0m\u001b[1m \u001b[0m│\u001b[1m              \u001b[0m│\n",
      "└──────────┴──────────┴─────────────┴─────────────┴─────────────┴──────────────┘\n",
      "\u001b[1m                                                                                \u001b[0m\n",
      "\u001b[1m                        Total Parameters: 1,601 \u001b[0m\u001b[1;2m(6.4 KB)\u001b[0m\u001b[1m                        \u001b[0m\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "tabulate_fn = nn.tabulate(model, jax.random.PRNGKey(11))\n",
    "\n",
    "table = tabulate_fn(collocs)\n",
    "print(table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "69205928-3756-47e4-a4b5-76c113b7a58e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "plt.plot(np.array(train_losses2), label='Train Loss', marker='o', color='blue', markersize=1)\n",
    "\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.title('Training Loss Over Epochs')\n",
    "plt.yscale('log')  # Set y-axis to logarithmic scale\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(True, which='both', linestyle='--', linewidth=0.5) \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "28134e79-a36f-4422-baba-2c50e44b638b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.pcolormesh(X, Y, np.abs(ref-adaptive), shading='auto', cmap='Spectral_r')\n",
    "plt.colorbar()\n",
    "\n",
    "plt.title('Absolute Error for Helmholtz Equation')\n",
    "plt.xlabel('x')\n",
    "\n",
    "plt.ylabel('y')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "82f7250a-d6a7-466a-a1c4-5b908be6182d",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savez('../../Plots/data/eq2-adapt.npz', x=x, y=y, adaptive=adaptive, ref=ref)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62f5bade-faa4-445d-87b2-28689d1015e7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
